Assessment Data Quotes

When moral posturing is replaced by an honest assessment of the data, the result is often a new, surprising insight.

It is well and good to opine or theorize about a subject, as humankind is wont to do, but when moral posturing is replaced by an honest assessment of the data, the result is often a new, surprising insight.

Reaction is just that—an action you have taken before. When you “re-act,” what you do is assess the incoming data, search your memory bank for the same or nearly the same experience, and act the way you did before. This is all the work of the mind, not of your soul.

The important thing with Elon,” he says, “is that if you told him the risks and showed him the engineering data, he would make a quick assessment and let the responsibility shift from your shoulders to his.

CSIPP™ stresses the importance of data in informing risk assessments and crisis response strategies. By utilizing data effectively, organizations can make informed decisions that protect their reputation and stakeholder trust.

When the tragedies of others become for us diversions, sad stories with which to enthrall our friends, interesting bits of data to toss out at cocktail parties, a means of presenting a pose of political concern, or whatever…when this happens we commit the gravest of sins, condemn ourselves to ignominy, and consign the world to a dangerous course. We begin to justify our casual overview of pain and suffering by portraying ourselves as do-gooders incapacitated by the inexorable forces of poverty, famine, and war. “What can I do?” we say, “I’m only one person, and these things are beyond my control. I care about the world’s trouble, but there are no solutions.” Yet no matter how accurate this assessment, most of us are relying on it to be true, using it to mask our indulgence, our deep-seated lack of concern, our pathological self-involvement.

Maintaining good accounting records is vital to the successful management of a business. It's really good to be able to assess business-specific financial data to inform decisions. So every business should invest in good accounting software like Intuit, Quicken, or Freshbooks... Or any of the many apps out there.

But the history of science—by far the most successful claim to knowledge accessible to humans—teaches that the most we can hope for is successive improvement in our understanding, learning from our mistakes, an asymptotic approach to the Universe, but with the proviso that absolute certainty will always elude us. We will always be mired in error. The most each generation can hope for is to reduce the error bars a little, and to add to the body of data to which error bars apply. The error bar is a pervasive, visible self-assessment of the reliability of our knowledge.

We have noted that gut feelings are an important part of the body’s sensory apparatus, helping us to evaluate the environment and assess whether a situation is safe. Gut feelings magnify perceptions that the emotional centres of the brain find important and relay through the hypothalamus. Pain in the gut is one signal the body uses to send messages that are difficult for us to ignore. Thus, pain is also a mode of perception. Physiologically, the pain pathways channel information that we have blocked from reaching us by more direct routes. Pain is a powerful secondary mode of perception to alert us when our primary modes have shut down. It provides us with data that we ignore at our peril.

During sustained stress, the amygdala processes emotional sensory information more rapidly and less accurately, dominates hippocampal function, and disrupts frontocortical function; we’re more fearful, our thinking is muddled, and we assess risks poorly and act impulsively out of habit, rather than incorporating new data.

The UN investigators point out many of the other issues we’d tried and failed to convince Facebook’s leaders to address: the woefully inadequate content moderation Facebook provided for Myanmar; the lack of moderators who “understand Myanmar language and its nuances, as well as the context within which comments are made”; the fact that the Burmese language isn’t rendered in Unicode; the lack of a clear system to report hate speech and alarming unresponsiveness when it is reported. The investigators noted with regret that Facebook said it was unable to provide country-specific data about the spread of hate speech on its platform, which was imperative to assess the problem and the adequacy of its response. This was surprising given that Facebook had been tracking hate speech. Community operations had written an internal report noting that forty-five of the one hundred most active hate speech accounts in Southeast Asia are in Myanmar. The truth here is inescapable. Myanmar would’ve been far better off if Facebook had never arrived there.

But why should we accept that the way men do things, the way men see themselves, is the correct way? Recent research has emerged showing that while women tend to assess their intelligence accurately, men of average intelligence think they are more intelligent than two-thirds of people. This being the case, perhaps it wasn’t that women’s rates of putting themselves up for promotion were too low. Perhaps it was that men’s were too high.

In fact, the greatest savings from wellness programs come from the penalties assessed on the workers. In other words, like scheduling algorithms, they provide corporations with yet another tool to raid their employees’ paychecks.

Uncertainty is an acid, corrosive to authority. Once the monopoly on information is lost, so too is our trust. Every presidential statement, every CIA assessment, every investigative report by a great newspaper, suddenly acquired an arbitrary aspect, and seemed grounded in moral predilection rather than intellectual rigor. When proof for and against approaches infinity, a cloud of suspicion about cherry-picking data will hang over every authoritative judgment.

impressive series of studies by Thomas Åstebro sheds light on what happens when optimists receive bad news. He drew his data from a Canadian organization—the Inventor’s Assistance Program—which collects a small fee to provide inventors with an objective assessment of the commercial prospects of their idea.

At the first trans health conference I ever attended, a parent asked about long-term health risks for people taking hormones. The doctor gave a full assessment of issues that trans men face; many of them mimic the risks that would be inherited from father to son if they'd been born male, now that testosterone is a factor. "What about trans women?" another parent asked. The doctor took a deep breath. "Those outcomes are murkier. Because trans women are so discriminated against, they're at far greater risk for issues like alcoholism, poverty, homelessness, and lack of access to good healthcare. All of these issues impact their overall health so much that it's hard to gather data on what their health outcomes would be if these issues weren't present." This was stunning-a group of people is treated so badly by our culture that we can't clearly study their health. The burden of this abuse is that substantial and pervasive. Your generation will be healthier. The signs are already there.

The witch-hunt narrative is now the conventional wisdom about these cases. That view is so widely endorsed and firmly entrenched that so widely endorsed and firmly entrenched that there would seem to be nothing left to say about these cases. But a close examination of the witch hunt canon leads to some unsettling questions: Why is there so little in the way of academic scholarship about these cases? Almost all of the major witch-hunt writings have been in magazines, often without any footnotes to verify or assess the claims made. Why hasn't anyone writing about these cases said anything about how difficult they are to research? There are so many roadblocks and limitations to researching these cases that it would seem incumbent on any serious writer to address the limitations of data sources. Many of these cases seem to have been researched in a manner of days or weeks. Nevertheless, the cases are described in a definitive way that belies their length and complexity, along with the inherent difficulty in researching original trial court documents. This book is based on the first systematic examination of court records in these cases.

Assessment can be either formal and/or informal measures that gather information. In education, meaningful assessment is data that guides and informs the teacher and/or stakeholders of students' abilities, strategies, performance, content knowledge, feelings and/or attitudes. Information obtained is used to make educational judgements or evaluative statements. Most useful assessment is data which is used to adjust curriculum in order to benefit the students. Assessment should be used to inform instruction. Diagnosis and assessment should document literacy in real-world contexts using data as performance indicators of students' growth and development.

Given the central place that technology holds in our lives, it is astonishing that technology companies have not put more resources into fixing this global problem. Advanced computer systems and artificial intelligence (AI) could play a much bigger role in shaping diagnosis and prescription. While the up-front costs of using such technology may be sizeable, the long-term benefits to the health-care system need to be factored into value assessments. We believe that AI platforms could improve on the empirical prescription approach. Physicians work long hours under stressful conditions and have to keep up to date on the latest medical research. To make this work more manageable, the health-care system encourages doctors to specialize. However, the vast majority of antibiotics are prescribed either by generalists (e.g., general practitioners or emergency physicians) or by specialists in fields other than infectious disease, largely because of the need to treat infections quickly. An AI system can process far more information than a single human, and, even more important, it can remember everything with perfect accuracy. Such a system could theoretically enable a generalist doctor to be as effective as, or even superior to, a specialist at prescribing. The system would guide doctors and patients to different treatment options, assigning each a probability of success based on real-world data. The physician could then consider which treatment was most appropriate.

The umbrella assertion made by Team B—and the most inflammatory—was that the previous National Intelligence Estimates “substantially misperceived the motivations behind Soviet strategic programs, and thereby tended consistently to underestimate their intensity, scope, and implicit threat.” Soviet military leaders weren’t simply trying to defend their territory and their people; they were readying a First Strike option, and the US intelligence community had missed it. What led to this “grave and dangerous flaw” in threat assessment, according to Team B, was an overreliance on hard technical facts, and a lamentable tendency to downplay “the large body of soft data.” This “soft” data, the ideological leader of Team B, Richard Pipes, would later say, included “his deep knowledge of the Russian soul.

I know that the consequences of scientific illiteracy are far more dangerous in our time than in any that has come before. It’s perilous and foolhardy for the average citizen to remain ignorant about global warming, say, or ozone depletion, air pollution, toxic and radioactive wastes, acid rain, topsoil erosion, tropical deforestation, exponential population growth. Jobs and wages depend on science and technology. If our nation can’t manufacture, at high quality and low price, products people want to buy, then industries will continue to drift away and transfer a little more prosperity to other parts of the world. Consider the social ramifications of fission and fusion power, supercomputers, data “highways,” abortion, radon, massive reductions in strategic weapons, addiction, government eavesdropping on the lives of its citizens, high-resolution TV, airline and airport safety, fetal tissue transplants, health costs, food additives, drugs to ameliorate mania or depression or schizophrenia, animal rights, superconductivity, morning-after pills, alleged hereditary antisocial predispositions, space stations, going to Mars, finding cures for AIDS and cancer. How can we affect national policy—or even make intelligent decisions in our own lives—if we don’t grasp the underlying issues? As I write, Congress is dissolving its own Office of Technology Assessment—the only organization specifically tasked to provide advice to the House and Senate on science and technology. Its competence and integrity over the years have been exemplary. Of the 535 members of the U.S. Congress, rarely in the twentieth century have as many as one percent had any significant background in science. The last scientifically literate President may have been Thomas Jefferson.* So how do Americans decide these matters? How do they instruct their representatives? Who in fact makes these decisions, and on what basis? —

Imagine you're sitting having dinner in a restaurant. At some point during the meal, your companion leans over and whispers that they've spotted Lady Gaga eating at the table opposite. Before having a look for yourself, you'll no doubt have some sense of how much you believe your friends theory. You'll take into account all of your prior knowledge: perhaps the quality of the establishment, the distance you are from Gaga's home in Malibu, your friend's eyesight. That sort of thing. If pushed, it's a belief that you could put a number on. A probability of sorts. As you turn to look at the woman, you'll automatically use each piece of evidence in front of you to update your belief in your friend's hypothesis Perhaps the platinum-blonde hair is consistent with what you would expect from Gaga, so your belief goes up. But the fact that she's sitting on her own with no bodyguards isn't, so your belief goes down. The point is, each new observations adds to your overall assessment. This is all Bayes' theorem does: offers a systematic way to update your belief in a hypothesis on the basis of the evidence. It accepts that you can't ever be completely certain about the theory you are considering, but allows you to make a best guess from the information available. So, once you realize the woman at the table opposite is wearing a dress made of meat -- a fashion choice that you're unlikely to chance up on in the non-Gaga population -- that might be enough to tip your belief over the threshold and lead you to conclude that it is indeed Lady Gaga in the restaurant. But Bayes' theorem isn't just an equation for the way humans already make decisions. It's much more important that that. To quote Sharon Bertsch McGrayne, author of The Theory That Would Not Die: 'Bayes runs counter to the deeply held conviction that modern science requires objectivity and precision. By providing a mechanism to measure your belief in something, Bayes allows you to draw sensible conclusions from sketchy observations, from messy, incomplete and approximate data -- even from ignorance.

There was little effort to conceal this method of doing business. It was common knowledge, from senior managers and heads of research and development to the people responsible for formulation and the clinical people. Essentially, Ranbaxy’s manufacturing standards boiled down to whatever the company could get away with. As Thakur knew from his years of training, a well-made drug is not one that passes its final test. Its quality must be assessed at each step of production and lies in all the data that accompanies it. Each of those test results, recorded along the way, helps to create an essential roadmap of quality. But because Ranbaxy was fixated on results, regulations and requirements were viewed with indifference. Good manufacturing practices were stop signs and inconvenient detours. So Ranbaxy was driving any way it chose to arrive at favorable results, then moving around road signs, rearranging traffic lights, and adjusting mileage after the fact. As the company’s head of analytical research would later tell an auditor: “It is not in Indian culture to record the data while we conduct our experiments.

When scientific proposals are brought forward, they are not judged by hunches or gut feelings. Only one standard is relevant: a proposal's ability to explain or predict experimental data and astronomical observations. Therein lies the singular beauty of science. As we struggle toward deeper understanding, we must give our creative imagination ample room to explore. We must be willing to step outside conventional ideas and established frameworks. But unlike the wealth of other human activities through which the creative impulse is channeled, science supplies a final reckoning, a built-in assessment of what's right and what's not. A complication of scientific life in the late twentieth and early twenty-first centuries is that some of our theoretical ideas have soared past our ability to test or observe. String theory has for some time been the poster child for this situation; the possibility that we're part of a multiverse provides an even more sprawling example. I've laid out a general prescription for how a multiverse proposal might be testable, but at our current level of understanding none of the multiverse theories we've encountered yet meet the criteria. With ongoing research, this situation could greatly improve.

Well before the end of the 20th century however print had lost its former dominance. This resulted in, among other things, a different kind of person getting elected as leader. One who can present himself and his programs in a polished way, as Lee Quan Yu you observed in 2000, adding, “Satellite television has allowed me to follow the American presidential campaign. I am amazed at the way media professionals can give a candidate a new image and transform him, at least superficially, into a different personality. Winning an election becomes, in large measure, a contest in packaging and advertising. Just as the benefits of the printed era were inextricable from its costs, so it is with the visual age. With screens in every home entertainment is omnipresent and boredom a rarity. More substantively, injustice visualized is more visceral than injustice described. Television played a crucial role in the American Civil rights movement, yet the costs of television are substantial, privileging emotional display over self-command, changing the kinds of people and arguments that are taken seriously in public life. The shift from print to visual culture continues with the contemporary entrenchment of the Internet and social media, which bring with them four biases that make it more difficult for leaders to develop their capabilities than in the age of print. These are immediacy, intensity, polarity, and conformity. Although the Internet makes news and data more immediately accessible than ever, this surfeit of information has hardly made us individually more knowledgeable, let alone wiser, as the cost of accessing information becomes negligible, as with the Internet, the incentives to remember it seem to weaken. While forgetting anyone fact may not matter, the systematic failure to internalize information brings about a change in perception, and a weakening of analytical ability. Facts are rarely self-explanatory; their significance and interpretation depend on context and relevance. For information to be transmuted into something approaching wisdom it must be placed within a broader context of history and experience. As a general rule, images speak at a more emotional register of intensity than do words. Television and social media rely on images that inflamed the passions, threatening to overwhelm leadership with the combination of personal and mass emotion. Social media, in particular, have encouraged users to become image conscious spin doctors. All this engenders a more populist politics that celebrates utterances perceived to be authentic over the polished sound bites of the television era, not to mention the more analytical output of print. The architects of the Internet thought of their invention as an ingenious means of connecting the world. In reality, it has also yielded a new way to divide humanity into warring tribes. Polarity and conformity rely upon, and reinforce, each other. One is shunted into a group, and then the group polices once thinking. Small wonder that on many contemporary social media platforms, users are divided into followers and influencers. There are no leaders. What are the consequences for leadership? In our present circumstances, Lee's gloomy assessment of visual media's effects is relevant. From such a process, I doubt if a Churchill or Roosevelt or a de Gaulle can emerge. It is not that changes in communications technology have made inspired leadership and deep thinking about world order impossible, but that in an age dominated by television and the Internet, thoughtful leaders must struggle against the tide.

Though Hoover conceded that some might deem him a “fanatic,” he reacted with fury to any violations of the rules. In the spring of 1925, when White was still based in Houston, Hoover expressed outrage to him that several agents in the San Francisco field office were drinking liquor. He immediately fired these agents and ordered White—who, unlike his brother Doc and many of the other Cowboys, wasn’t much of a drinker—to inform all of his personnel that they would meet a similar fate if caught using intoxicants. He told White, “I believe that when a man becomes a part of the forces of this Bureau he must so conduct himself as to remove the slightest possibility of causing criticism or attack upon the Bureau.” The new policies, which were collected into a thick manual, the bible of Hoover’s bureau, went beyond codes of conduct. They dictated how agents gathered and processed information. In the past, agents had filed reports by phone or telegram, or by briefing a superior in person. As a result, critical information, including entire case files, was often lost. Before joining the Justice Department, Hoover had been a clerk at the Library of Congress—“ I’m sure he would be the Chief Librarian if he’d stayed with us,” a co-worker said—and Hoover had mastered how to classify reams of data using its Dewey decimal–like system. Hoover adopted a similar model, with its classifications and numbered subdivisions, to organize the bureau’s Central Files and General Indices. (Hoover’s “Personal File,” which included information that could be used to blackmail politicians, would be stored separately, in his secretary’s office.) Agents were now expected to standardize the way they filed their case reports, on single sheets of paper. This cut down not only on paperwork—another statistical measurement of efficiency—but also on the time it took for a prosecutor to assess whether a case should be pursued.

In 1942, Merton set out four scientific values, now known as the ‘Mertonian Norms’. None of them have snappy names, but all of them are good aspirations for scientists. First, universalism: scientific knowledge is scientific knowledge, no matter who comes up with it – so long as their methods for finding that knowledge are sound. The race, sex, age, gender, sexuality, income, social background, nationality, popularity, or any other status of a scientist should have no bearing on how their factual claims are assessed. You also can’t judge someone’s research based on what a pleasant or unpleasant person they are – which should come as a relief for some of my more disagreeable colleagues. Second, and relatedly, disinterestedness: scientists aren’t in it for the money, for political or ideological reasons, or to enhance their own ego or reputation (or the reputation of their university, country, or anything else). They’re in it to advance our understanding of the universe by discovering things and making things – full stop.20 As Charles Darwin once wrote, a scientist ‘ought to have no wishes, no affections, – a mere heart of stone.’ The next two norms remind us of the social nature of science. The third is communality: scientists should share knowledge with each other. This principle underlies the whole idea of publishing your results in a journal for others to see – we’re all in this together; we have to know the details of other scientists’ work so that we can assess and build on it. Lastly, there’s organised scepticism: nothing is sacred, and a scientific claim should never be accepted at face value. We should suspend judgement on any given finding until we’ve properly checked all the data and methodology. The most obvious embodiment of the norm of organised scepticism is peer review itself. 20. Robert K. Merton, ‘The Normative Structure of Science’ (1942), The Sociology of Science: Empirical and Theoretical Investigations (Chicago and London: University of Chicago Press, 1973): pp. 267–278.

As Graedon scrutinized the FDA’s standards for bioequivalence and the data that companies had to submit, he found that generics were much less equivalent than commonly assumed. The FDA’s statistical formula that defined bioequivalence as a range—a generic drug’s concentration in the blood could not fall below 80 percent or rise above 125 percent of the brand name’s concentration, using a 90 percent confidence interval—still allowed for a potential outside range of 45 percent among generics labeled as being the same. Patients getting switched from one generic to another might be on the low end one day, the high end the next. The FDA allowed drug companies to use different additional ingredients, known as excipients, that could be of lower quality. Those differences could affect a drug’s bioavailability, the amount of drug potentially absorbed into the bloodstream. But there was another problem that really drew Graedon’s attention. Generic drug companies submitted the results of patients’ blood tests in the form of bioequivalence curves. The graphs consisted of a vertical axis called Cmax, which mapped the maximum concentration of drug in the blood, and a horizontal axis called Tmax, the time to maximum concentration. The resulting curve looked like an upside-down U. The FDA was using the highest point on that curve, peak drug concentration, to assess the rate of absorption into the blood. But peak drug concentration, the point at which the blood had absorbed the largest amount of drug, was a single number at one point in time. The FDA was using that point as a stand-in for “rate of absorption.” So long as the generic hit a similar peak of drug concentration in the blood as the brand name, it could be deemed bioequivalent, even if the two curves reflecting the time to that peak looked totally different. Two different curves indicated two entirely different experiences in the body, Graedon realized. The measurement of time to maximum concentration, the horizontal axis, was crucial for time-release drugs, which had not been widely available when the FDA first created its bioequivalence standard in 1992. That standard had not been meaningfully updated since then. “The time to Tmax can vary all over the place and they don’t give a damn,” Graedon emailed a reporter. That “seems pretty bizarre to us.” Though the FDA asserted that it wouldn’t approve generics with “clinically significant” differences in release rates, the agency didn’t disclose data filed by the companies, so it was impossible to know how dramatic the differences were.

Henry, there’s something I would like to tell you, for what it’s worth, something I wish I had been told years ago. You’ve been a consultant for a long time, and you’ve dealt a great deal with top secret information. But you’re about to receive a whole slew of special clearances, maybe fifteen or twenty of them, that are higher than top secret. I’ve had a number of these myself, and I’ve known other people who have just acquired them, and I have a pretty good sense of what the effects of receiving these clearances are on a person who didn’t previously know they even existed. And the effects of reading the information that they will make available to you. First, you’ll be exhilarated by some of this new information, and by having it all—so much! incredible!—suddenly available to you. But second, almost as fast, you will feel like a fool for having studied, written, talked about these subjects, criticized and analyzed decisions made by presidents for years without having known of the existence of all this information, which presidents and others had and you didn’t, and which must have influenced their decisions in ways you couldn’t even guess. In particular, you’ll feel foolish for having literally rubbed shoulders for over a decade with some officials and consultants who did have access to all this information you didn’t know about and didn’t know they had, and you’ll be stunned that they kept that secret from you so well. You will feel like a fool, and that will last for about two weeks. Then, after you’ve started reading all this daily intelligence input and become used to using what amounts to whole libraries of hidden information, which is much more closely held than mere top secret data, you will forget there ever was a time when you didn’t have it, and you’ll be aware only of the fact that you have it now and most others don’t … and that all those other people are fools. Over a longer period of time—not too long, but a matter of two or three years—you’ll eventually become aware of the limitations of this information. There is a great deal that it doesn’t tell you, it’s often inaccurate, and it can lead you astray just as much as the New York Times can. But that takes a while to learn. In the meantime it will have become very hard for you to learn from anybody who doesn’t have these clearances. Because you’ll be thinking as you listen to them: “What would this man be telling me if he knew what I know? Would he be giving me the same advice, or would it totally change his predictions and recommendations?” And that mental exercise is so torturous that after a while you give it up and just stop listening. I’ve seen this with my superiors, my colleagues … and with myself. You will deal with a person who doesn’t have those clearances only from the point of view of what you want him to believe and what impression you want him to go away with, since you’ll have to lie carefully to him about what you know. In effect, you will have to manipulate him. You’ll give up trying to assess what he has to say. The danger is, you’ll become something like a moron. You’ll become incapable of learning from most people in the world, no matter how much experience they may have in their particular areas that may be much greater than yours.

Our assessment of the world would be quite different if all our judgments could be insulated from expectation and based only on relevant data.

Recent research has emerged showing that while women tend to assess their intelligence accurately, men of average intelligence think they are more intelligent than two-thirds of people. This being the case, perhaps it wasn’t that women’s rates of putting themselves up for promotion were too low. Perhaps it was that men’s were too high.

Driver Behavior & Safety Proper driving behavior is vital for the safety of drivers, passengers, pedestrians and is a means to achieve fewer road accidents, injuries and damage to vehicles. It plays a role in the cost of managing a fleet as it impacts fuel consumption, insurance rates, car maintenance and fines. It is also important for protecting a firm’s brand and reputation as most company- owned vehicles carry the company’s logo. Ituran’s solution for driver behavior and safety improves organizational driving culture and standards by encouraging safer and more responsible driving. The system which tracks and monitors driver behavior using an innovative multidimensional accelerometer sensor, produces (for each driver) an individual score based on their performance – sudden braking and acceleration, sharp turns, high-speed driving over speed bumps, erratic overtaking, speeding and more. The score allows fleet managers to compare driver performance, set safety benchmarks and hold each driver accountable for their action. Real-time monitoring identifies abnormal behavior mode—aggressive or dangerous—and alerts the driver using buzzer or human voice indication, and detects accidents in real time. When incidents or accidents occurs, a notification sent to a predefined recipient alerts management, and data collected both before and after accidents is automatically saved for future analysis. • Monitoring is provided through a dedicated application which is available to both fleet manager and driver (with different permission levels), allowing both to learn and improve • Improves organizational driving culture and standards and increases safety of drivers and passengers • Web-based reporting gives a birds-eye view of real-time driver data, especially in case of an accident • Detailed reports per individual driver include map references to where incidents have occurred • Comparative evaluation ranks driving according to several factors; the system automatically generates scores and a periodic assessment certificate for each driver and/or department Highlights 1. Measures and scores driver performance and allows to give personal motivational incentives 2. Improves driving culture by encouraging safer and more responsible driving throughout the organization 3. Minimizes the occurrence of accidents and protects the fleet from unnecessary wear & tear 4. Reduces expenses related to unsafe and unlawful driving: insurance, traffic tickets and fines See how it works:

Trademark Trademark is fundamentally exceptional of a licensed innovation comprising plans, logos, and imprints. Organizations utilize different plans, logos, or words to recognize their items and administrations from others. Those imprints which help in distinctive the item or administrations from others and help the clients in distinguishing their image, quality, and even source of the item is known as Trademark. In contrast to licenses, a brand name is enlisted for a very long time, and from that point, it tends to be recharged for an additional 10 years after an additional installment of reestablishment expenses. Trademark Objection After the enrollment of the brand name, an Examiner/Registrar or outsider can set a trademark objection. As per Section(s) 9 (Absolute Grounds of Refusal) and 11 (Relative Grounds of Refusal) of the Act, these two can be the ground of a complaint:- The application contains wrong data, or Comparable or indistinguishable brand names exist. At whatever point a Trademark enlistment center mentions a criticism, a candidate has an occasion to send a composed answer alongside the strong proof, realities, and reasons why the imprint ought to be assigned to him within 30 days of the protest. On the off chance that the analyst/enlistment center discovers the answer to be adequate and addresses the entirety of his interests in the assessment report and there is no contention, at that point he may give authorization to the candidate to distribute the application in the Trademark diary before enrollment. How to respond to an objection A Trademark assessment report is set up on the Trademark office site alongside the subtleties of the brand name application and a candidate or a specialist has the occasion to send a composed answer which ought to be known as a trademark objection reply. The answer can be submitted as "Answer to the assessment report" either on the web or it tends to be submitted through a post or individual alongside supporting archives or a sworn statement. When the application gets recorded a candidate ought to be given a notification about the protest and ground of the complaint. Different grounds are:- There ought to be a counter assertion of the application, It ought to be recorded within 2 months of the application, On the off chance that the analyst neglects to record a complaint inside the time, at that point the status of the application will be deserted. After recording the counter of a complaint, the enlistment center will call a candidate for the meeting. On the off chance that it rules in the courtesy, at that point, the candidate will get it enrolled, and on the off chance that the answer isn't agreeable, at that point, the application for the enlistment will get dismissed. Trademark Objection Reply Fees Although I have gone through various sites, finding a perfect formal reply is quite difficult. But Professional Utilities provides a perfect reply through experts, also the trademark objection reply fees are really affordable. They provide services for just 1,499/- only.

The evidence that sleep is important is irrefutable. Some strategies you might use in your consultant role include: Often when the advice comes from a third, nonparental party, kids are more willing to take it seriously. With a school-aged child, tell her that you want to get her pediatrician’s advice about sleep—or the advice of another adult the child respects. If you have a teenager, ask her if she would be open to your sharing articles about sleep with her. With school-aged kids and younger, you can enforce an agreed-upon lights-out time. Remind them that as a responsible parent, it’s right for you to enforce limits on bedtime and technology use in the evening (more on this later). Because technology and peer pressure can make it very difficult for teens to go to bed early, say, “I know this is hard for you. I’m not trying to control you. But if you’d like to get to bed earlier and need help doing it, I’m happy to give you an incentive.” An incentive is okay in this case because you’re not offering it as a means to get her to do what you want her to do, but to help her do what she wants to do on her own but finds challenging. It’s a subtle but important distinction.26 For older kids, make privileges like driving contingent on getting enough sleep—since driving while sleep deprived is so dangerous. How to chart their sleep is more complicated. Reliable tools for assessing when a child falls asleep and how long he stays asleep, such as the actigraph, require extensive training and are not something parents can use at home to track their kids’ sleep. Moreover, Fitbits are unfortunately unreliable in gathering data. But you can ask your child to keep a sleep log where she records what time she turned out the lights, and (in the morning) how long she thinks it took her to fall asleep, and whether she was up during the night. She may not know how long it took her to fall asleep; that’s okay. Just ask, “Was it easier to fall asleep than last night or harder?” Helping kids figure out if they’ve gotten enough rest is a process, and trust, communication, and collaborative problem solving are key to that process. Encourage your child to do screen-time homework earlier and save reading homework for later so she gets less late light exposure. Ask questions such as “If you knew you’d be better at everything you do if you slept an extra hour and a half, would that change your sense of how important sleep is?” And “If you knew you’d be at risk for developing depression if you didn’t sleep enough, would that change your mind?” Talk to her about your own attempts to get to bed earlier. Ask, “Would you be open to us supporting each other in getting the sleep we need? I’ll remind you and you remind me?

You learn to assess the big picture and what you are trying to accomplish. You learn to be persuasive. You learn to look for data or external examples to support your proposals. You anticipate questions and have answers ready. You create a detailed action plan to implement your proposal.

Switching to a plant-based diet can cut cadmium (and lead) levels in half within just three months, and lower mercury levels by 20 percent, as measured in hair samples, but the heavy metal levels bounce back when an omnivorous diet is resumed.5492 Whether this helps account for the data showing two to three times lower dementia rates in vegetarians5493 is unclear. Although blood levels of mercury are correlated with Alzheimer’s risk, brain mercury levels, assessed on autopsy, do not correlate with brain pathology.

GCMs perform poorly when their projections are assessed against empirical data.

Onora O’Neill argues that if we want to demonstrate trustworthiness, we need the basis of our decisions to be “intelligently open.” She proposes a checklist of four properties that intelligently open decisions should have. Information should be accessible: that implies it’s not hiding deep in some secret data vault. Decisions should be understandable—capable of being explained clearly and in plain language. Information should be usable—which may mean something as simple as making data available in a standard digital format. And decisions should be assessable—meaning that anyone with the time and expertise has the detail required to rigorously test any claims or decisions if they wish to.

I’ve argued that we need to be skeptical of both hype and hysteria. We should ask tough questions on a case-by-case basis whenever we have reason for concern. Are the underlying data accessible? Has the performance of the algorithm been assessed rigorously—for example, by running a randomized trial to see if people make better decisions with or without algorithmic advice? Have independent experts been given a chance to evaluate the algorithm? What have they concluded? We should not simply trust that algorithms are doing a better job than humans, nor should we assume that if the algorithms are flawed, the humans would be flawless.

As the prefrontal cortex further develops, teens become better equipped to resist impulses and assess potential risks. At the same time, they develop the ability to put themselves in another person’s shoes, a capacity that is often called theory of mind, or mentalizing. This uniquely human superpower allows us to understand other people’s intentions and beliefs. In doing so, we can extrapolate from this data to understand and predict behavior while also better integrating ourselves into society. Today, scientists attribute this remarkable capacity to the puberty-fueled brain revamp.

Whatever its other purposes, positive emotion is strongly correlated with good health and a longer life expectancy. A 2010 review of dozens of studies concluded that there are several pathways through which positive emotion exerts its beneficial effects—your hormonal, immune, and anti-inflammatory systems.[34] In one study health experts in London collected data on the well-being of hundreds of men and women between the ages of forty-five and sixty.[35] They assessed their subjects’ positive emotion using a method designed by the Nobel Prize–winning psychologist Daniel Kahneman, author of Thinking, Fast and Slow. Kahneman realized that you don’t get a very accurate picture by asking people if they are happy in life. Instead, you tend to get an answer that is reflective of how they feel at that moment, or of whatever event has just happened, or whether the sun is out. What they are reporting is a momentary feeling and not their general state.

What does a merchant do when a potential customer walks into a store and wants to purchase a ton of goods on credit? A solution was offered by the “The Society of Guardians for the Protection of Trade against Swindlers and Sharpers,” established in 1776. This society pooled data from 550 merchants to collect information on the reputation of customers. This would make it much harder for a bad customer to defraud multiple merchants. Its key principle: “Every member is bound to communicate to the Society without delay, the Name and Description of any Person who may be unfit to trust.” In other words, this was the beginning of credit scores as a means to assess the trustworthiness of a customer for loans—no swindlers or sharpers allowed. This Society of Guardians was not the only credit bureau—thousands of similar small organizations were formed over the years, collecting individual names and publishing books with various comments and gossip. Modern giants Experian and Equifax grew from these small, local bureaus. Experian started as the Manchester Guardian Society in the early 1800s, eventually acquiring other bureaus to become one of the world’s largest. And Equifax grew from a Tennessee grocery store in the late 1800s, where the owners started compiling their own lists of creditworthy consumers. These bureaus tended to combine into larger bureaus over time because of what’s often described as a “data network effect.” When a bureau works with more merchants, it means more data, which means the risk predictions on loans will be more accurate. This makes it more attractive for additional merchants to join, who contribute even more data, and so on. Being able to accurately assess lending risk allows the rest of the network to function—consumers can borrow to get the goods they want, merchants can sell their products profitably, and banks can help underwrite the loans. This network is held together by credit bureaus like Equifax and Experian, who centralize consumer data.

Identify Your Strengths With Strengths Finder 2.0 One tool that can help you remember your achievements is the ‘Strengths Finder’ "assessment. The father of Strengths Psychology, Donald O. Clifton, Ph.D, along with Tom Rath and a team of scientists at The Gallup Organization, created StrengthsFinder. You can take this assessment by purchasing the Strengths Finder 2.0 book. The value of SF 2.0 is that it helps you understand your unique strengths. Once you have this knowledge, you can review past activities and understand what these strengths enabled you to do. Here’s what I mean, in the paragraphs below, I’ve listed some of the strengths identified by my Strengths Finder assessment and accomplishments where these strengths were used. “You can see repercussions more clearly than others can.” In a prior role, I witnessed products being implemented in the sales system at breakneck speed. While quick implementation seemed good, I knew speed increased the likelihood of revenue impacting errors. I conducted an audit and uncovered a misconfigured product. While the customer had paid for the product, the revenue had never been recognized. As a result of my work, we were able to add another $7.2 million that went straight to the bottom line. “You automatically pinpoint trends, notice problems, or identify opportunities many people overlook.” At my former employer, leadership did not audit certain product manager decisions. On my own initiative, I instituted an auditing process. This led to the discovery that one product manager’s decisions cost the company more than $5M. “Because of your strengths, you can reconfigure factual information or data in ways that reveal trends, raise issues, identify opportunities, or offer solutions.” In a former position, product managers were responsible for driving revenue, yet there was no revenue reporting at the product level. After researching the issue, I found a report used to process monthly journal entries which when reconfigured, provided product managers with monthly product revenue. “You entertain ideas about the best ways to…increase productivity.” A few years back, I was trained by the former Operations Manager when I took on that role. After examining the tasks, I found I could reduce the time to perform the role by 66%. As a result, I was able to tell my Director I could take on some of the responsibilities of the two managers she had to let go. “You entertain ideas about the best ways to…solve a problem.” About twenty years ago I worked for a division where legacy systems were being replaced by a new company-wide ERP system. When I discovered no one had budgeted for training in my department, I took it upon myself to identify how to extract the data my department needed to perform its role, documented those learnings and that became the basis for a two day training class. “Sorting through lots of information rarely intimidates you. You welcome the abundance of information. Like a detective, you sort through it and identify key pieces of evidence. Following these leads, you bring the big picture into view.” I am listing these strengths to help you see the value of taking the Strengths Finder Assessment.

Eventually Bezos hopes to integrate the Amazon online store, Amazon Prime, Echo, and Amazon’s customer data analytics with the Whole Foods Market grocery chain, which Amazon bought in 2017. Bezos says that his purchase of the company was partly due to his admiration for the outlook of its founder, John Mackey. When he meets with the founder or chief executive of a company that Amazon is thinking of buying, Bezos tries to assess whether he or she is in it merely to make money or because of a true passion for serving customers. “I’m always trying to figure out one thing first and foremost: Is that person a missionary or a mercenary?” Bezos says. “The mercenaries are trying to flip their stock. The missionaries love their product or their service and love their customers and are trying to build a great service. By the way, the great paradox here is that it’s usually the missionaries who make more money.” Mackey struck him as a missionary, and his passion infused the Whole Foods ethos. “It’s a missionary company, and he’s a missionary guy.

To reverse student underachievement, a well-structured reversal plan is essential. This usually begins with interviewing the student, parents, or guardians to collect crucial data. This data serves as the foundation for creating a detailed reversal plan, based on the four rules of reversal.

Rapid learning approach heavily relies on data to assess students’ progress, make informed decisions for teaching, intervention, and ensure continuous development.

In the context of rapid learning, data becomes a dynamic tool with multifaceted applications. From assessments and diagnosis to feedback and collaboration with parents, data serves as a valuable resource for tailoring instruction, enhancing individualized learning experiences, and ensuring a responsive educational environment.

Data collected at various stages of the rapid learning session, including assessments, diagnosis, feedback, practice, and collaboration with parents, plays a pivotal role in shaping the learning experience. This information is instrumental in tailoring instruction to individual needs and creating a supportive and responsive learning environment.

Whether gathered from assessments, feedback, practice sessions, or collaboration with parents, data is a key driver in shaping the rapid learning environment.

Rapid learning involves a systematic cycle of data collection, analysis, and application. This approach enables educators to continually assess student progress, make informed instructional decisions, and foster an environment of continuous improvement.

Data is the cornerstone of adaptability in rapid learning. Collected from assessments, feedback mechanisms, practice sessions, and collaboration with parents, it is the catalyst for tailoring instruction, fostering a supportive learning environment, and ensuring that the rapid learning experience is optimized for each student.

Data collection in rapid learning is not a singular event; it spans every stage of the learning process. From initial assessments to ongoing feedback, data serves as a compass, guiding educators in tailoring instruction to individual needs and cultivating a responsive and supportive learning atmosphere.

Ramakrishna Paramhans Ward, PO mangal nagar, Katni, [M.P.] 2nd Floor, Above KBZ Pay Centre, between 65 & 66 street, Manawhari Road Mandalay, Myanmar Phone +95 9972107002 Statistical surveying assumes a critical part in understanding purchaser conduct, market patterns, and contest in any industry. Market research surveys are essential for businesses looking to stay ahead of the competition and make well-informed decisions in the context of Myanmar, a rapidly changing market with increasing opportunities and challenges. This article investigates the meaning of, market research survey in Myanmargives experiences from a new study led by AMT Statistical surveying, and gives suggestions for organizations working in this powerful market climate. # Prologue to Statistical surveying in Myanmar With regards to figuring out purchaser conduct, inclinations, and patterns, statistical surveying assumes a critical part. In Myanmar, a country with a quickly developing business sector scene, directing thorough statistical surveying is fundamental for organizations to settle on informed choices. By get-together important experiences through overviews and information investigation, organizations can fit their items and administrations to meet the particular necessities of Myanmar's different shopper base. ## Understanding the Market Scene Myanmar's market scene is dynamic and different, with a developing economy and an inexorably educated populace. Businesses must keep up with the latest market trends and consumer preferences in order to stay ahead of the curve as the country continues to open up to foreign investment and trade. Directing statistical surveying reviews is an essential method for acquiring a more profound comprehension of the way of behaving and needs of Myanmar's shoppers, assisting organizations with recognizing open doors for development and development. # Significance of Directing Statistical surveying Studies Statistical surveying studies are important devices for organizations hoping to acquire an upper hand in Myanmar's clamoring market. By gathering information straightforwardly from purchasers through reviews, organizations can accumulate bits of knowledge that illuminate their essential dynamic cycles. From recognizing arising patterns to understanding consumer loyalty levels, statistical surveying reviews give organizations significant data that can shape their advertising procedures and item improvement drives. ## Advantages of Statistical surveying for Organizations The advantages of directing statistical surveying studies are huge. By understanding shopper inclinations and conduct, organizations can fit their items and administrations to successfully address the issues of their main interest group. Additionally, market research surveys assist businesses in identifying new market opportunities, assessing levels of customer satisfaction, and assessing the efficacy of their marketing campaigns. At last, statistical surveying engages organizations to settle on information driven choices that drive development and outcome in Myanmar's serious market climate. # Outline of AMT Statistical surveying Organization AMT Statistical surveying is a main market research survey in Myanmar, known for its creative exploration philosophies and wise examination. AMT Market Research has a team of knowledgeable researchers and analysts who specialize in providing individualized research solutions to assist businesses in navigating Myanmar's market landscape's complexities. ## About AMT Statistical surveying AMT Statistical surveying is focused on conveying excellent examination benefits that convey significant experiences to clients across different enterprises. From market division and customer conduct examination to contender profiling and pattern determining, AMT Statistical surveying offers a complete

Our assessment of risk and danger is driven by available episodes from memory, not representative data.

Before we explore the account setup, let's take a closer look at how Immediate Momentum functions. Understanding the mechanics of this trading software is crucial to comprehend its potential benefits. According to Immediate Momentum's official website, the software harnesses sophisticated algorithms to analyze cryptocurrency price movements with pinpoint accuracy. It relies on technical indicators and historical data to identify lucrative trading opportunities by monitoring market trends. Immediate Momentum review operates fully automatically, executing every action on behalf of traders. Users have the flexibility to fine-tune trade parameters to align with their risk tolerance, investment objectives, and experience level. This customization empowers the software to analyze market trends and generate precise trade signals. Immediate Momentum continually assesses price fluctuations, notifying users of any significant value changes in the cryptocurrencies they're trading. All it takes is twenty minutes to set up the software's parameters, after which it takes over the trading process with efficiency.

market research consultant in india: AMT Market Research Having accurate and insightful market research is essential for making informed decisions in today's dynamic business environment. AMT Market Research, a prominent Indian market research consultant, specializes in providing custom solutions to assist businesses in navigating the Indian market's complexities. AMT Market Research aids businesses in a variety of industries in locating growth opportunities, mitigating risks, and remaining competitive by having a thorough comprehension of local consumer behavior, economic trends, and industry shifts. Services and Expertise AMT Market Research offers a wide range of services tailored to each client's specific requirements. These are some: Market Analysis By conducting a thorough market analysis, AMT assists businesses in comprehending market share, size, and trends. AMT ensures that businesses have the data they need to make strategic decisions by evaluating key industry drivers, competitive landscapes, and potential growth areas. Customer Insights Any business that wants to succeed in India's vast and varied market must have a solid understanding of consumer behavior. Businesses can use AMT's consumer insights services to create targeted products and marketing strategies by delving deeply into buying patterns, preferences, and motivations. By analyzing competitors' strategies, strengths, weaknesses, and market positioning, competitor analysis from AMT aids businesses in benchmarking. By taking advantage of their distinct value propositions and comprehending the dynamics of the competition, this service enables businesses to maintain their lead. AMT's feasibility studies provide a comprehensive analysis of potential outcomes prior to launching a new product, entering a new market, or expanding operations, assisting clients in assessing risks and profitability. Data Collection and Analysis AMT uses surveys, interviews, and focus groups to collect both qualitative and quantitative data. Advanced analytics are used by the company to transform unstructured data into useful insights, giving businesses a clear path forward. What Attracts You to AMT Market Research? AMT Market Research stands out because it is able to provide individualized solutions that address the particular difficulties that the Indian market faces. AMT provides insights that are accurate, timely, and applicable thanks to a team of seasoned professionals. Clients will be able to anticipate and prepare for changes thanks to their data-driven approach. AMT is a dependable partner for businesses looking to expand in India or strengthen their market position because of its extensive network across various industries and unparalleled access to market information. market research consultant in india can help you stay ahead of the competition, whether you're a local business or a multinational corporation. In conclusion, businesses aiming for success in India need AMT Market Research as a crucial partner. AMT helps its customers make well-informed decisions that drive growth and profitability by providing individualized research solutions, consumer insights, and strategic analysis. AMT Market Research is the preferred consulting firm for businesses attempting to navigate the Indian market's complexities.

Assessment of Available iphone jailbreak One of the very best promoting mobiles mobiles is without a doubt the iphone five at this time. This really is one from the coolest cellphones around. The bugs within a mobile operating platform have to be fixed. At times, these problems are quite straightforward to fix. The new phone has improved operating system and no bugs. It is actually conceivable to jailbreak the new operating program. You will not have to do a lot to jailbreak iphone 5, because it is extremely uncomplicated. It is painless to break into the computer codes from the mobile operating method. Many people all over the world want and use a mobile telephone. Individuals all over the world have access to mobile cell phones. Mobile mobiles have created it much easier how to jailbreak iphone 5 for many people from various components with the globe to convey readily. Little ones like to play online games on their mobile mobiles. You could possibly have to break the codes on a mobile phone just before applying them. Consumers of nearly every age can handle working with their mobile devices. You may must get an expert to make adjustments towards the ios. Most software authorities can crack the codes of an operating program. The iphone could be the most widely utilized telephone today. You will discover additional than a thousand mobile telephone users around the planet. In recent times it can be all about getting around the move while communicating. A few of these telephones are so excellent that they've a number of functions. Hassle-free mobile handsets are not as good as wise mobile cellular phones. You could use a clever telephone to connect for the internet. You too might have alot more than one mobile telephone. The iphone 5 features a excellent camera to make video calls. The heart of a mobile phone is its operating method. Some operating systems usually do not function effectively when the codes are certainly not place in effectively. The iphone 5 jailbreak will allow you to work with all of the functions from the phone. The internet has a lot of information on jailbreaks of iphone five. If you have an iphone five, you are able to jailbreak it online. Many people usually do not even know how to jailbreak iphone 5. There are various applications inside a fantastic intelligent phone. Perhaps you have put to use your iphone 5 to download an app? The iphone five may be the most effective wise telephone attainable at present. One on the most important components of a telephone would be the memory space. This really is regularly referred to as expandable memory. Folks like to store data on their memory space cards. Persons use their mobile phones for performing numerous routine tasks. Persons also use their iphones to record videos in HD. The latest iphones have great camera lenses. Photo croping and editing is inbuilt inside these good looking mobile handsets. We are inside a position to talk considerably faster worldwide as a result of worldwide mobile network. Even children use mobile smartphones nowadays. You need to study to look after your mobile smartphones. You will find lots of internet websites that sell second hand iphone 5 mobile mobile phones. Mobiles phones have designed a world without the need of limitations. Mobile telephones similar to the iphone can be employed for entertainment also. You do need technical information to jailbreak iphone five. There is a good amount of facts on the internet on tips on how to jailbreak iphone 5. Kids are also finding out how it truly is attainable to jailbreak iphone five.

Phase Activities Action Establish relationships and common agenda between all stakeholders Collaboratively scope issues and information Agree on time-frame Reflection On research design, ethics, power relations, knowledge construction process, representation and accountability Action Build relationships Identify roles, responsibilities and ethics procedures Establish a Memorandum of Understanding Collaboratively design research process and tools Discuss and identify desired action outcomes Reflection On research questions, design, working relationships and information requirements Action Work together to implement research process and undertake data collection Enable participation of others Collaboratively analyse information generated Begin planning action together Reflection On research process Evaluate participation and representation of others Assess need for further research and/or various action options Action Plan research-informed action which may include feedback to participants and influential other Reflection Evaluate action and process as a whole Action Identify options for further participatory research and action with or without academic researchers Figure 2.1 Key stages in a typical PAR process

Another vital component of the UDL is the constant flow of data from student work. Daily tracking for each lesson, as well as mid- and end-of-module assessment tasks, are essential for determining students’ understandings at benchmark points. Such data flow keeps teaching practice firmly grounded in students learning and makes incremental progress possible. When feedback is provided, students understand that making mistakes is part of the learning process.

by region and service provider. c) Cable/wireless Data Service Quality Assessment Since 2007, the KCC has been assessing the

service) and wireless data services (3G and WiBro). In 2010, the quality assessments performed in 2009 were referenced to conduct assessment

The Italian-owned Benetton label, for example, manufactures its entire clothing line in white. Once the clothes are delivered to distribution centers, Benneton’s analysts assess what color or length is in vogue, at which point workers dye and cut the company’s shirts, jackets, pants and infant apparel to replicate the style and color preferences popular at the time.

There are three categories of criteria that an individual must meet in order to be diagnosed with ASD. The categories are listed below along with the typical traits, which may indicate whether the individual needs further assessment: 1.Persistent deficits in social communication and social interaction across contexts, not accounted for by general developmental delays: lack of friends and social life friends often much older or younger mumbling and not completing sentences issues with social rules (such as staring at other people) inability to understand jokes and the benefit of ‘small talk’ introverted (shy) and socially awkward inability to understand other people’s thoughts and feelings uncomfortable in large crowds and noisy places detached and emotionally inexpressive. 2.Restricted, repetitive patterns of behaviour, interests or activities: obsession with ‘special interests’ collecting objects (such as stamps and coins) attachment to routines and rituals ability to focus on a single task for long periods eccentric or unorthodox behaviour non-conformist and distrusting of authority difficulty following illogical conventions attracted to foreign cultures affinity with nature and animals support for victims of injustice, underdogs and scapegoats. 3.Restricted, repetitive patterns of behaviour, interests or activities: inappropriate emotional responses victimised or bullied at school, work and home overthinking and constant logical analysis spending much time alone strange laugh or cackle inability to make direct eye contact when talking highly sensitive to light, sound, taste, smell and touch uncoordinated and clumsy with poor posture difficulty coping with change adept at abstract thinking ability to process data sets logically and notice patterns or trends truthful, naïve and often gullible slow mental processing and vulnerable to mental exhaustion intellectual and ungrounded rather than intuitive and instinctive problems with anxiety and sleeping visual memory.

The government’s Intelligence Assessment Department is a very small federal agency with very large computers, located in Sterling, Virginia. The IAD’s purpose is to maintain files of names, faces, physical attributes and personal preferences of national security threats and to analyze data about all of the above. If anybody’s ever wondered why the CIA or the military can be so certain that one bearded thirty-year-old on the streets of Kabul is an innocent businessman and, to our Western eyes, an identical one a block away is an al Qaeda operative, IAD is the reason. However,

With 70 percent accuracy, my source tells me, software can assess how people feel based on the way they type, and the number of typos they make. With 79 percent precision, software can determine a user’s credit rating based on the degree to which they write in ALL CAPS.

At best, hiring is a 50/50 crap shoot. Hiring great folks is critical to building the team, and it’s not easy. Many folks put on a great interview, but the excellence ends there. Others get solid references and you wonder if you hired the same person. And, in other cases, you get a start from somebody you never expected. My best interview question is, “What would your worst reference say about you?” It’s hard to give the answer to that question, “I work too hard,” with a straight face. I have also found that having key candidates take an assessment test gives you more data. Lastly, back-channel references are the best. It’s hard for candidates to game them.

Our assessment of the world would be quite different if all our judgments could be insulated from expectation and based only on relevant data.           A

When little-league baseball players are thought to be incompetent, they are only allowed to play where the ball is rarely hit (for little leaguers, in right field), and thus they have few opportunities to overcome their unfortunate reputation. The continued absence of any positive contributions can then easily be mistaken for an absence of talent rather than an absence of opportunity. This type of expectancy effect is obviously a special case of the hidden data problem described above. A perceiver’s expectation can cause him or her to behave in such a way that certain behaviors by the target person cannot be observed, making what is observed a biased and misleading indicator of what that person is like. The employers, college admissions officers, and grant review panelists discussed earlier are all potential victims of seemingly-fulfilled prophecies: Their own actions guarantee that they will rarely receive a challenge to their negative assessments of job applicants, potential students, and research proposals.

The important point here is that with hindsight it is always possible to spot the most anomalous features of the data and build a favorable statistical analysis around them. However, a properly-trained scientist (or simply a wise person) avoids doing so because he or she recognizes that constructing a statistical analysis retrospectively capitalizes too much on chance and renders the analysis meaningless. To the scientist, such apparent anomalies merely suggest hypotheses that are subsequently tested on other, independent sets of data. Only if the anomaly persists is the hypothesis to be taken seriously. Unfortunately, the intuitive assessments of the average person are not bound by these constraints. Hypotheses that are formed on the basis of one set of results are considered to have been proven by those very same results. By retrospectively and selectively perusing the data in this way, people tend to make too much of apparent anomalies and too often end up detecting order where none exists.

Chevron, for example, has a decision-analysis group whose members facilitate decision-framing workshops; coordinate data gathering for analysis; build and refine economic and analytical models; help project managers and decision makers interpret analyses; point out when additional information and analysis would improve a decision; conduct an assessment of decision quality; and coach decision makers.

One of the reasons for its success is that science has built-in, error-correcting machinery at its very heart. Some may consider this an overbroad characterization, but to me every time we exercise self-criticism, every time we test our ideas against the outside world, we are doing science. When we are self-indulgent and uncritical, when we confuse hopes and facts, we slide into pseudoscience and superstition. Every time a scientific paper presents a bit of data, it's accompanied by an error bar - a quiet but insistent reminder that no knowledge is complete or perfect. It's a calibration of how much we trust what we think we know. If the error bars are small, the accuracy of our empirical knowledge is high; if the error bars are large, then so is the uncertainty in our knowledge. Except in pure mathematics nothing is known for certain (although much is certainly false). Moreover, scientists are usually careful to characterize the veridical status of.their attempts to understand the world - ranging from conjectures and hypotheses, which are highly tentative, all the way up to laws of Nature which are repeatedly and systemati­cally confirmed through many interrogations of how the world works. But even laws of Nature are not absolutely certain. There may be new circumstances never before examined - inside black holes, say, or within the electron, or close to the speed of light -where even our vaunted laws of Nature break down and, however valid they may be in ordinary circumstances, need correction. Humans may crave absolute certainty; they may aspire to it; they may pretend, as partisans of certain religions do, to have attained it. But the history of science - by far the most successful claim to knowledge accessible to humans - teaches that the most we can hope for is successive improvement in our understanding, learning from our mistakes, an asymptotic approach to the Universe, but with the proviso that absolute certainty will always elude us. We will always be mired in error. The most each generation can hope for is to reduce the error bars a little, and to add to the body of data to which error bars apply. The error bar is a pervasive, visible self-assessment of the reliability of our knowledge.

Evolutionary biologist Richard Dawkins, for example, might be a bit less certain in his gloomy assessment of human nature: “Be warned that if you wish, as I do, to build a society in which individuals cooperate generously and unselfishly towards a common good, you can expect little help from biological nature. Let us try to teach generosity and altruism, because we are born selfish.”10 Maybe, but cooperation runs deep in our species too. Recent findings in comparative primate intelligence have led researchers Vanessa Woods and Brian Hare to wonder whether an impulse toward cooperation might actually be the key to our species-defining intelligence. They write, “Instead of getting a jump start with the most intelligent hominids surviving to produce the next generation, as is often suggested, it may have been the more sociable hominids—because they were better at solving problems together—who achieved a higher level of fitness and allowed selection to favor more sophisticated problem-solving over time.”11 Humans got smart, they hypothesize, because our ancestors learned to cooperate. Innately selfish or not, the effects of food provisioning and habitat depletion on both wild chimpanzees and human foragers suggest that Dawkins and others who argue that humans are innately aggressive, selfish beasts should be careful about citing these chimp data in support of their case. Human groups tend to respond to food surplus and storage with behavior like that observed in chimps: heightened hierarchical social organization, intergroup violence, territorial perimeter defense, and Machiavellian alliances. In other words, humans—like chimps—tend to fight when there’s something worth fighting over. But for most of prehistory, there was no food surplus to win or lose and no home base to defend.

In School of One, students have daily "playlists" of their learning tasks that are attuned to each student's learning needs, based on that student's readiness and learning style. For example, Julia is way ahead of grade level in math and learns best in small groups, so her playlist might include three or four videos matched to her aptitude level, a thirty-minute one-on-one tutoring session with her teacher, and a small group activity in which she works on a math puzzle with three peers at similar aptitude levels. There are assessments built into each activity so that data can be fed back to the teacher to choose appropriate tasks for the next playlist.

Police recording of false allegations of rape: "The data on the pro formas limit the extent to which one can assess the police designations, but their internal rules on false complaints specify that this category should be limited to cases where either there is a clear and credible admission by the complainants, or where there are strong evidential grounds. On this basis, and bearing in mind the data limitations, for the cases where there is information (n=144) the designation of false complaint could be said to be probable (primarily those where the account by the complainant is referred to) in 44 cases, possible (primarily where there is some evidential basis) in a further 33 cases, and uncertain (including where victim characteristics are used to impute that they are inherently less believable) in 77 cases. If the proportion of false complaints on the basis of the probable and possible cases are recalculated, rates of three per cent are obtained, both of all reported cases (n=67 of 2,643), and of those where the outcome is known (n=67 of 2,284). Even if all those designated false by the police were accepted (a figure of approximately ten per cent), this is still much lower than the rate perceived by police officers interviewed in this study. A question asked of all of them was how they assessed truth and falsity in allegations and within this, 50 per cent (n=31) further discussed the issue of false allegations." A gap or a chasm?: attrition in reported rape cases.

To assess a nation through its economic data is a little like re-envisaging oneself via the results of a blood test, whereby the traditional markers of personality and character are set aside and it is made clear that one is at base, where it really counts, a creatinine level of 3.2, a lactate dehydrogenase of 927, a leukocyte (per field) of 2 and a C-reactive protein of 2.42.

Pearson and Gallagher are the researchers who developed the gradual release of responsibility model of instruction (1983). The model gives us several opportunities for collecting assessment data during instruction.

Privacy is not something that can be counted, divided, or “traded.” It is not a substance or collection of data points. It’s just a word that we clumsily use to stand in for a wide array of values and practices that influence how we manage our reputations in various contexts. There is no formula for assessing it: I can’t give Google three of my privacy points in exchange for 10 percent better service.

Firstly, it meant that the issue between competing paradigms could not be resolved by simply appealing to ‘the data’ or ‘the facts’, for what a scientist counts as data, or facts, will depend on which paradigm she accepts. Perfectly objective choice between two paradigms is therefore impossible: there is no neutral vantage-point from which to assess the claims of each. Secondly, the very idea of objective truth is called into question.

Too often, features get added to a product without any quantifiable validation — which is a direct path toward scope creep and feature bloat. If you’re unable to quantify the impact of a new feature, you can’t assess its value, and you won’t really know what to do with the feature over time. If this is the case, leave it as is, iterate on it, or kill it.

Six decades of study, however, have revealed conflicting, confusing, and inconclusive data.17 That’s right: there has never been a human study that successfully links low serotonin levels and depression. Imaging studies, blood and urine tests, postmortem suicide assessments, and even animal research have never validated the link between neurotransmitter levels and depression.18 In other words, the serotonin theory of depression is a total myth that has been unjustly supported by the manipulation of data. Much to the contrary, high serotonin levels have been linked to a range of problems, including schizophrenia and autism.19

In his recent guest editorial, Richard McNally voices skepticism about the National Vietnam Veteran’s Readjustment Study (NVVRS) data reporting that over one-half of those who served in the Vietnam War have posttraumatic stress disorder (PTSD) or subclinical PTSD. Dr McNally is particularly skeptical because only 15% of soldiers served in combat units (1). He writes, “the mystery behind the discrepancy in numbers of those with the disease and of those in combat remains unsolved today” (4, p 815). He talks about bizarre facts and implies many, if not most, cases of PTSD are malingered or iatrogenic. Dr McNally ignores the obvious reality that when people are deployed to a war zone, exposure to trauma is not limited to members of combat units (2,3). At the Operational Trauma and Stress Support Centre of the Canadian Forces in Ottawa, we have assessed over 100 Canadian soldiers, many of whom have never been in combat units, who have experienced a range of horrific traumas and threats in places like Rwanda, Somalia, Bosnia, and Afghanistan. We must inform Dr McNally that, in real world practice, even cooks and clerks are affected when faced with death, genocide, ethnic cleansing, bombs, landmines, snipers, and suicide bombers ... One theory suggests that there is a conscious decision on the part of some individuals to deny trauma and its impact. Another suggests that some individuals may use dissociation or repression to block from consciousness what is quite obvious to those who listen to real-life patients." Cameron, C., & Heber, A. (2006). Re: Troubles in Traumatology, and Debunking Myths about Trauma and Memory/Reply: Troubles in Traumatology and Debunking Myths about Trauma and Memory. Canadian journal of psychiatry, 51(6), 402.

FLATOW: So you would - how would you treat a patient like Sybil if she showed up in your office BRAND: Well, first I would start with a very thorough assessment, using the current standardized measures that we have available to us that assess for the range of dissociative disorders but the whole range of other psychological disorders, too. I would need to know what I'm working with, and I'd be very careful and make my decisions slowly, based on data about what she has. And furthermore, with therapists who are well-trained in dissociative disorders, we do keep an eye open for suggestibility. But that research, too, is not anywhere near as strong as what the other two people in the interview are suggesting.It shows - for example, there's eight studies that have a total of 11 samples. In the three clinical samples that have looked at the correlation between dissociation and suggestibility, all three clinical samples found non-significant correlations. So it's just not as strong as what people think. That's a myth that's not backed up by science." Exploring Multiple Personalities In 'Sybil Exposed' October 21, 2011 by Ira Flatow

Be careful about caching in too many places! The more caches between you and the source of fresh data, the more stale the data can be, and the harder it can be to determine the freshness of the data that a client eventually sees. This can be especially problematic with a microservice architecture where you have multiple services involved in a call chain. Again, the more caching you have, the harder it will be to assess the freshness of any piece of data. So if you think a cache is a good idea, keep it simple, stick to one, and think carefully before adding more!

I recommend you do a detailed time study for yourself to see where you spend your time. Make an estimate of how many hours each week you take for the major activities of your life: work, school, rest, entertainment, hobbies, spouse, children, commuting, church, God, friends, and so on. Then, over a typical period of your life, take two weeks and do a detailed time study. Keep track of how you spend your time, using fifteen- to thirty-minute increments. After you have gathered the raw data, categorize them carefully into the major groups: rest, work/school, church/God, family, and recreation. Create subcategories as appropriate for anything that might consume multiple hours per week, like listing commuting under work or TV under recreation. Finally, with the summary in hand, make the difficult assessments about how you are using your time. Ask yourself: • Any surprises? Areas where I just couldn’t imagine I was wasting—er, uh, um, spending—so much of my time? • Is this where I want my time to go? • Am I putting as much time as I’d like into the areas I want as the priorities in my life? • How much time am I really spending with my spouse? Children? Friends? • Did I realize how much time I was spending at work? • If I wanted to spend more time on XYZ or ABC, in what areas would I consciously choose to spend less time?

Unexpected emergency plumbers Unexpected emergency plumber is? If your own group, but probably the same dress isn’t in the middle, where they start imitating the pool, the owner most likely to smoke. This is certainly a task that will require a qualified plumber, clean bathrooms and sinks in each backup, and even the simple addition of a new line of right tubes. Unfortunately, there are elements that do not require any old plumber, but a situation of sudden emergency, like H2O uncontrolled always works with tap water and start flooding the marsh peace. However, they are high quality. How can I tell if other service providers should be, or not? Are you sure you need a plumber crisis? Shortly before speaking to the installer should complete the water supply or the probability that the water line, the rack provides back. It is in order to avoid problems with the drinking water. He is not only very welcome to complete the water flow. After the arrest of H2O oneself've, evaluates the circumstances. If the problem is a bathroom fully equipped, bathroom once, until dawn, so the long-term wear’s each washing. He is a very potential and are reluctant to get up early in the morning when you are ready for self-determination, these solutions makes the kitchen sink, toilet and a lounge. In fact, you can get away from high fire call 24 hours a plumber at night for a few hours or during holidays or weekends to stay. In an interview with an unexpected emergency plumbers Unfortunately, when the time of the suspension of H2O and objective analysis and emergency may not be present, created only for contacting unexpected emergency sanitary and easy and to take concerns in writing to the other include some content his hands to keep the person. Preliminary interviews hydraulic range is trying to understand a lot of the other Box difficulties. Other personal data and many other facts themselves can be better able to assess the management of the crisis and the calculation of the payments change. Is a great addition to the amount pipeline management principle affects many, if not yet in a plumber decision. In fact, bought a lot of contact carrier price quotes can also sometimes significant price differences. Also check out the views of the services is in his hands. Some of the costs only in the room, even if they, after maintenance. Well, the result have, as it in this area before the season and it is surprising simply be a monthly bill. Please ask to get the price of maintenance. 24 hours plumber not calculates the direction of providing greater than a cell phone, and requires separate installation scenario earlier selection. But it can be equipped with a direction to select difficulty of defining and thinking about the cost, if he succeeded in presenting the sewage system in unforeseen emergencies. Ask will differ plumber state and talk about their own crisis normal or common prices. If you need to contact the unexpected rescue tend to check an unexpected emergency plumber to the self to take us in the direction of first, so that you can be your own ready to talk to the plumber, one after another, much better, then you determine the value.

it is not uncommon for experts in DNA analysis to testify at a criminal trial that a DNA sample taken from a crime scene matches that taken from a suspect. How certain are such matches? When DNA evidence was first introduced, a number of experts testified that false positives are impossible in DNA testing. Today DNA experts regularly testify that the odds of a random person’s matching the crime sample are less than 1 in 1 million or 1 in 1 billion. With those odds one could hardly blame a juror for thinking, throw away the key. But there is another statistic that is often not presented to the jury, one having to do with the fact that labs make errors, for instance, in collecting or handling a sample, by accidentally mixing or swapping samples, or by misinterpreting or incorrectly reporting results. Each of these errors is rare but not nearly as rare as a random match. The Philadelphia City Crime Laboratory, for instance, admitted that it had swapped the reference sample of the defendant and the victim in a rape case, and a testing firm called Cellmark Diagnostics admitted a similar error.20 Unfortunately, the power of statistics relating to DNA presented in court is such that in Oklahoma a court sentenced a man named Timothy Durham to more than 3,100 years in prison even though eleven witnesses had placed him in another state at the time of the crime. It turned out that in the initial analysis the lab had failed to completely separate the DNA of the rapist and that of the victim in the fluid they tested, and the combination of the victim’s and the rapist’s DNA produced a positive result when compared with Durham’s. A later retest turned up the error, and Durham was released after spending nearly four years in prison.21 Estimates of the error rate due to human causes vary, but many experts put it at around 1 percent. However, since the error rate of many labs has never been measured, courts often do not allow testimony on this overall statistic. Even if courts did allow testimony regarding false positives, how would jurors assess it? Most jurors assume that given the two types of error—the 1 in 1 billion accidental match and the 1 in 100 lab-error match—the overall error rate must be somewhere in between, say 1 in 500 million, which is still for most jurors beyond a reasonable doubt. But employing the laws of probability, we find a much different answer. The way to think of it is this: Since both errors are very unlikely, we can ignore the possibility that there is both an accidental match and a lab error. Therefore, we seek the probability that one error or the other occurred. That is given by our sum rule: it is the probability of a lab error (1 in 100) + the probability of an accidental match (1 in 1 billion). Since the latter is 10 million times smaller than the former, to a very good approximation the chance of both errors is the same as the chance of the more probable error—that is, the chances are 1 in 100. Given both possible causes, therefore, we should ignore the fancy expert testimony about the odds of accidental matches and focus instead on the much higher laboratory error rate—the very data courts often do not allow attorneys to present! And so the oft-repeated claims of DNA infallibility are exaggerated.

why has almost everyone done the calendar thing, but almost no one has moved everything else in their life into a similar zone, by capturing it all and creating the habit of assessing it all appropriately? Three reasons: First, the data that is entered onto a calendar has already been thought through and determined; it’s been translated down to the physical action level. You agreed to call Jim at noon on Monday: there is no more thinking required about what the appropriate action is, or where and when you’re going to do it. Second, you know where those kinds of actions need to be parked (calendar), and it’s a familiar and available tool.

why has almost everyone done the calendar thing, but almost no one has moved everything else in their life into a similar zone, by capturing it all and creating the habit of assessing it all appropriately? Three reasons: First, the data that is entered onto a calendar has already been thought through and determined; it’s been translated down to the physical action level. You agreed to call Jim at noon on Monday: there is no more thinking required about what the appropriate action is, or where and when you’re going to do it. Second, you know where those kinds of actions need to be parked (calendar), and it’s a familiar and available tool. And third, if you lose track of calendar actions and commitments, you will encounter obvious and rapid negative feedback from people you consider important.

Beyond objective assessment data, there is subjective information that best comes from the school professionals who work with the students every day. These observational data are vital to identifying students for additional help and determining why each student is struggling. For this reason, the third way a school should identify students for additional support is to create a systematic and timely process for staff to recommend and discuss students who need help.

Staff will need to receive adequate training from IT staff on ways to effectively use databases. Beyond the ability to navigate a database system, staff will need additional skills such as developing queries or using spreadsheets to analyze and present data. In other words, rather than simply concentrating on the business functions that technology supports, student affairs staff should integrate assessment functions into their understanding of technology tools.

researchers analyzed data on more than six thousand children in Hong Kong, where smoking is not confined to those in lower economic brackets and where most smokers are men. The children were assessed when they were seven years old and again when they were eleven. Those whose fathers smoked when the mothers were pregnant were more likely to be overweight or obese. It was the first evidence supporting the idea that childhood obesity could be affected by a mother’s exposure to her husband’s smoking while she was pregnant.

The three tenets of upstream data are: Data management Quantification of uncertainty Risk assessment

In the first part of this work, we examined the impact of using a dump or slice style entry on officer performance. We found that, compared to the slice conditions, officers took approximately twice as long to respond to a second gunman in the dump conditions. Once the officers in the dump conditions detected the second gunman in the room, they were almost 5 times more likely to violate the universal firearms safety rules and commit a priority of fire violation. The first officer also momentarily stalled in the doorway during 18% of the dump entries but never stalled during a slice entry. We did observe more instances of the officers in the slice entry shooting at the innocent suspect in the room, but this difference was not large enough to be confident that it was not the product of chance assignment error. Taken together, we argued that the data suggested that the slice was a better entry style than the dump to teach patrol officers.

A computational procedure is said to have a top-down organization if it has been constructed according to some well-defined and clearly understood fixed computational procedure (which may include some preassigned store of knowledge), where this procedure specifically provides a clear-cut solution to some problem at hand. (Euclid's algorithm for finding the highest common factor of two natural numbers, as described in ENM, p. 31, is a simple example of a top-down algorithm.) This is to be contrasted with a bottom-up organization, where such clearly defined rules of operation and knowledge store are not specified in advance, but instead there is a procedure laid down for the way that the system is to 'learn' and to improve its performance according to its 'experience'. Thus, with a bottom-up system, these rules of operation are subject to continual modification. One must allow that the system is to be run many times, performing its actions upon a continuing input of data. On each run, an assessment is made-perhaps by the system itself-and it modifies its operations, in the lifht of this assessment, with a view to improving this quality of output. For example, the input data for the system might be a number of photographs of human faces, appropriately digitized, and the system's task is to decide which photographs represent the same individuals and which do not. After each run, the system's performance is compared with the correct answers. Its rules of operation are then modified in such a way as to lead to a probable improvement in its performance on the next run.

Perhaps the most obvious difference between modern social and personality psychology is that the former is based almost exclusively on experiments, whereas the latter is usually based on correlational studies. […] In summary, over the past 50 years social psychology has concentrated on the perceptual and cognitive processes of person perceivers, with scant attention to the persons being perceived. Personality psychology has had the reverse orientation, closely examining self-reports of individuals for indications of their personality traits, but rarely examining how these people actually come off in social interaction. […] individuals trained in either social or personality psychology are often more ignorant of the other field than they should be. Personality psychologists sometimes reveal an imperfect understanding of the concerns and methods of their social psychological brethren, and they in particular fail to comprehend the way in which so much of the self-report data they gather fails to overcome the skepticism of those trained in other methods. For their part, social psychologists are often unfamiliar with basic findings and concepts of personality psychology, misunderstand common statistics such as correlation coefficients and other measures of effect size, and are sometimes breathtakingly ignorant of basic psychometric principles. This is revealed, for example, when social psychologists, assuring themselves that they would not deign to measure any entity so fictitious as a trait, proceed to construct their own self-report scales to measure individual difference constructs called schemas or strategies or construals (never a trait). But they often fail to perform the most elementary analyses to confirm the internal consistency or the convergent and discriminant validity of their new measures, probably because they do not know that they should. […] an astonishing number of research articles currently published in major journals demonstrate a complete innocence of psychometric principles. Social psychologists and cognitive behaviorists who overtly eschew any sympathy with the dreaded concept of ‘‘trait’’ freely report the use of self-report assessment instruments of completely unknown and unexamined reliability, convergent validity, or discriminant validity. It is almost as if they believe that as long as the individual difference construct is called a ‘‘strategy,’’ ‘‘schema,’’ or ‘‘implicit theory,’’ then none of these concepts is relevant. But I suspect the real cause of the omission is that many investigators are unfamiliar with these basic concepts, because through no fault of their own they were never taught them.

Passage Five: From Business Manager to Group Manager This is another leadership passage that at first glance doesn’t seem overly arduous. The assumption is that if you can run one business successfully, you can do the same with two or more businesses. The flaw in this reasoning begins with what is valued at each leadership level. A business manager values the success of his own business. A group manager values the success of other people’s businesses. This is a critical distinction because some people only derive satisfaction when they’re the ones receiving the lion’s share of the credit. As you might imagine, a group manager who doesn’t value the success of others will fail to inspire and support the performance of the business managers who report to him. Or his actions might be dictated by his frustration; he’s convinced he could operate the various businesses better than any of his managers and wishes he could be doing so. In either instance, the leadership pipeline becomes clogged with business managers who aren’t operating at peak capacity because they’re not being properly supported or their authority is being usurped. This level also requires a critical shift in four skill sets. First, group managers must become proficient at evaluating strategy for capital allocation and deployment purposes. This is a sophisticated business skill that involves learning to ask the right questions, analyze the right data, and apply the right corporate perspective to understand which strategy has the greatest probability of success and therefore should be funded. The second skill cluster involves development of business managers. As part of this development, group managers need to know which of the function managers are ready to become business managers. Coaching new business managers is also an important role for this level. The third skill set has to do with portfolio strategy. This is quite different from business strategy and demands a perceptual shift. This is the first time managers have to ask these questions: Do I have the right collection of businesses? What businesses should be added, subtracted, or changed to position us properly and ensure current and future earnings? Fourth, group managers must become astute about assessing whether they have the right core capabilities. This means avoiding wishful thinking and instead taking a hard, objective look at their range of resources and making a judgment based on analysis and experience. Leadership becomes more holistic at this level. People may master the required skills, but they won’t perform at full leadership capacity if they don’t begin to see themselves as broad-gauged executives. By broad-gauged, we mean that managers need to factor in the complexities of running multiple businesses, thinking in terms of community, industry, government,

We have a very vast array of hands on computer technical support experience spanning twenty years as licensed Microsoft, Cisco and Novell computer network engineers. Computer Repair, Computer Service, Computer Support, Computer Consultant, Tech Support, IT Service, IT Support, PC Repair, Network Repair, Laptop Repair, Data Recovery, Disaster Recovery, Data Transfer, IT Repair, IT Consultant, PC Service, PC Support, PC Consultant, Network Service, Network Support, Network Consultant, Laptop Service, Laptop Support, IT Management, Computer Virus Removal, Computer Spyware Removal, Computer Services, Network and Wireless Installation, Server and Workstation Installation, Repair, Programming, IT Recruitment and Placement, Website Design, Website Promotion, Database Design, E-Commerce, Network Design, Network Audits, Internet Research and Sourcing, Computer Science Expert Witness, Computer Science Forensics, Disaster Recovery and Planning, Computer Consulting, Project Management, IT Department Outsourcing and Management, Maintenance Contracts, IT Audits, Free Onsite Needs Assessment, Search Engine Marketing, Search Engine Optimization, Computer Server Repair, Computer Network Repair.

exposed outlets, cords, fans, etc. Safe cribs Written emergency plan Disposable towels available Eating area away from diaper area Toys washed each day Teacher knows about infant illnesses Fun Toys can be reached by kids Floor space available for crawlers to play 3 different types of “large-muscle materials” available (balls, rocking horse) 3 types of music materials available “Special activities” (i.e., water play, sponge painting) 3 materials for outdoor infant play Individualization Kid has own crib Each infant is assigned to one of the teachers Child development is assessed formally at least every 6 months Infants offered toys appropriate for their development level Teachers have at least 1 hour a week for team planning

Solvay Business School Professor Paul Verdin and I developed a perspective that frames an organization's strategy as a hypothesis rather than a plan.62 Like all hypotheses, it starts with situation assessment and analysis –strategy's classic tools. Also, like all hypotheses, it must be tested through action. When strategy is seen as a hypothesis to be continually tested, encounters with customers provide valuable data of ongoing interest to senior executives.

Imagine if Wells Fargo had adopted an agile approach to strategy: the company's top management would then have taken repeated instances of missed targets or false accounts as useful data to help it assess the efficacy of the original cross-selling strategy. This learning would then have triggered much-needed strategic adaptation.