Validity And Reliability Quotes

Think of how many religions attempt to validate themselves with prophecy. Think of how many people rely on these prophecies, however vague, however unfulfilled, to support or prop up their beliefs. Yet has there ever been a religion with the prophetic accuracy and reliability of science? ... No other human institution comes close.

Women are so careful with each other’s feelings. We know the world shoots poison daggers into our egos—and we shoot them into ourselves—and so we rush to each other’s sides for triage: Yes, you were fine last night; yes, you are perfect exactly as you are. (Classic Onion headline: Female Friends Spend Raucous Night Validating the Living Shit Out of Each Other.) We become such reliable yes-women that any negative feedback is viewed as a betrayal, and the only place we feel comfortable being honest is behind each other’s back. Did you hear what she said last night? Did you see what she wore? These are the paths of least resistance—the unswerving praise, the gossip dressed up as maternal concern—and it can be very tricky to break rank and say, out loud, to each other: No, you weren’t fine at all.

The type of journalism that relies on the reporter's notion of what does or doesn't "seem" correct or controversial is self-indulgent and irresponsible. It gives credence to the belief that we can intuit our way through all the various decisions we need to make in our lives and it validates the notion that our feelings are a more reliable barometer of reality than the facts.

Each religion makes scores of purportedly factual assertions about everything from the creation of the universe to the afterlife. But on what grounds can believers presume to know that these assertions are true? The reasons they give are various, but the ultimate justification for most religious people’s beliefs is a simple one: we believe what we believe because our holy scriptures say so. But how, then, do we know that our holy scriptures are factually accurate? Because the scriptures themselves say so. Theologians specialize in weaving elaborate webs of verbiage to avoid saying anything quite so bluntly, but this gem of circular reasoning really is the epistemological bottom line on which all 'faith' is grounded. In the words of Pope John Paul II: 'By the authority of his absolute transcendence, God who makes himself known is also the source of the credibility of what he reveals.' It goes without saying that this begs the question of whether the texts at issue really were authored or inspired by God, and on what grounds one knows this. 'Faith' is not in fact a rejection of reason, but simply a lazy acceptance of bad reasons. 'Faith' is the pseudo-justification that some people trot out when they want to make claims without the necessary evidence. But of course we never apply these lax standards of evidence to the claims made in the other fellow’s holy scriptures: when it comes to religions other than one’s own, religious people are as rational as everyone else. Only our own religion, whatever it may be, seems to merit some special dispensation from the general standards of evidence. And here, it seems to me, is the crux of the conflict between religion and science. Not the religious rejection of specific scientific theories (be it heliocentrism in the 17th century or evolutionary biology today); over time most religions do find some way to make peace with well-established science. Rather, the scientific worldview and the religious worldview come into conflict over a far more fundamental question: namely, what constitutes evidence. Science relies on publicly reproducible sense experience (that is, experiments and observations) combined with rational reflection on those empirical observations. Religious people acknowledge the validity of that method, but then claim to be in the possession of additional methods for obtaining reliable knowledge of factual matters — methods that go beyond the mere assessment of empirical evidence — such as intuition, revelation, or the reliance on sacred texts. But the trouble is this: What good reason do we have to believe that such methods work, in the sense of steering us systematically (even if not invariably) towards true beliefs rather than towards false ones? At least in the domains where we have been able to test these methods — astronomy, geology and history, for instance — they have not proven terribly reliable. Why should we expect them to work any better when we apply them to problems that are even more difficult, such as the fundamental nature of the universe? Last but not least, these non-empirical methods suffer from an insuperable logical problem: What should we do when different people’s intuitions or revelations conflict? How can we know which of the many purportedly sacred texts — whose assertions frequently contradict one another — are in fact sacred?

DSM largely lacks what in the world of science is known as “reliability”—the ability to produce consistent, replicable results. In other words, it lacks scientific validity.

Klein and I eventually agreed on an important principle: the confidence that people have in their intuitions is not a reliable guide to their validity.

Online, we still can’t reliably establish one another’s identities or trust one another to transact and exchange money without validation from a third party like a bank or a government. These same intermediaries collect our data and invade our privacy for commercial gain and national security. Even with

Fiction is a set of observable manifestations, as represented and frozen in language, that triggers a profoundly subjective and individual experience. Ultimately, this is the kind of productive dilemma that can allow fiction to get to places that other media does not. Fiction is exceptionally good at providing models for consciousness, and at putting readers in a position to take upon themselves the structure of another consciousness for a short while. It is better at this than any other genre or media, and can do it in any number of modes (realistic or metafictional, reliably or unreliably, representationally or metafictionally, etc.). But for it to be able to do this as well as it possibly can, it must clear a space. This is where, for me, doing without becomes most crucial. The subtractions that we find in innovative fictions (even when those subtractions, as in Joyce's work, are followed by further ornamentations and encrustations) are there to facilitate the simulation of consciousness. What is subtracted is the significance and meaning designed to let us classify an experience without entering into it. Doing without such things opens the door wider for experience, putting the reader in a position where they are experiencing fiction in lieu of understanding it. By paying more attention to what we leave out than to how readers are going to interpret or work after the fact, we refuse to let fiction be assimilable, digestible, and safe. We keep it from being mere fodder for criticism and instead accept it as valid, vital experience.

The Distinctions: SINCERITY - is the assessment that you are honest, that you say what you mean and mean what you say; you can be believed and taken seriously. It also means when you express an opinion it is valid, useful, and is backed up by sound thinking and evidence. Finally, it means that your actions will align with your words. RELIABILITY - is the assessment that you meet the commitments you make, that you keep your promises. COMPTENCE - is the assessment that you have the ability to do what you are doing or propose to do. In the workplace this usually means the other person believes you have the requisite capacity, skill, knowledge, and resources, to do a particular task or job. CARE - is the assessment that you have the other person’s interests in mind as well as your own when you make decisions and take actions. Of the four assessments of trustworthiness, care is in some ways the most important for building lasting trust. When people believe you are only concerned with your self-interest and don’t consider their interests as well, they may trust your sincerity, reliability and competence, but they will tend to limit their trust of you to specific situations or transactions. On the other hand, when people believe you hold their interest in mind, they will extend their trust more broadly to you.

Oddly, the lack of reliability and validity did not keep the DSM-V from meeting its deadline for publication, despite the near-universal consensus that it represented no improvement over the previous diagnostic system.29 Could the fact that the APA had earned $100 million on the DSM-IV and is slated to take in a similar amount with the DSM-V (because all mental health practitioners, many lawyers, and other professionals will be obliged to purchase the latest edition) be the reason we have this new diagnostic system?

It has always been asked in the spirit of: ‘What are the best sources of our knowledge – the most reliable ones, those which will not lead us into error, and those to which we can and must turn, in case of doubt, as the last court of appeal?’ I propose to assume, instead, that no such ideal sources exist – no more than ideal rulers – and that all ‘sources’ are liable to lead us into errors at times. And I propose to replace, therefore, the question of the sources of our knowledge by the entirely different question: ‘How can we hope to detect and eliminate error?’ The question of the sources of our knowledge, like so many authoritarian questions, is a genetic one. It asks for the origin of our knowledge, in the belief that knowledge may legitimize itself by its pedigree. The nobility of the racially pure knowledge, the untainted knowledge, the knowledge which derives from the highest authority, if possible from God: these are the (often unconscious) metaphysical ideas behind the question. My modified question, ‘How can we hope to detect error?’ may be said to derive from the view that such pure, untainted and certain sources do not exist, and that questions of origin or of purity should not be confounded with questions of validity, or of truth. …. The proper answer to my question ‘How can we hope to detect and eliminate error?’ is I believe, ‘By criticizing the theories or guesses of others and – if we can train ourselves to do so – by criticizing our own theories or guesses.’ …. So my answer to the questions ‘How do you know? What is the source or the basis of your assertion? What observations have led you to it?’ would be: ‘I do not know: my assertion was merely a guess. Never mind the source, or the sources, from which it may spring – there are many possible sources, and I may not be aware of half of them; and origins or pedigrees have in any case little bearing upon truth. But if you are interested in the problem which I tried to solve by my tentative assertion, you may help me by criticizing it as severely as you can; and if you can design some experimental test which you think might refute my assertion, I shall gladly, and to the best of my powers, help you to refute it.

My claims are not meant to be persuasive, but are used to make intangibility, concrete. I do not make claim for causing acts of God, I simply illustrate the coincidence and proximity of time between my words and acts of God and the exact date and time of said claims can never be changed because this data was recorded by International Press Releases. Being a scientist automatically makes me a reliable, objective and intellectual source but what gives me more credibility than the average scientist, is the fact that these claims are completely independent from myself for the fact they were recorded by an unbiased and independent third-party (i.e., The Library of Congress and PRLog.org). Therefore, there is no possible debate regarding the validity of this information, unless of course the debate is over whether the world is flat or round.

5. The “No Talk” Rule. This rule prohibits the full expression of any feeling, need or want. In shame-based families, the members want to hide their true feelings, needs or wants. Therefore, no one speaks of his loneliness and sense of self-rupture. 6. The “No Listen” Rule. Everyone is so busy using their energy to defend themselves or play their rigid roles, no one really hears anything from the other’s true self. 7. Don’t Make Mistakes. Mistakes reveal the flawed, vulnerable self. To acknowledge a mistake is to open oneself to scrutiny. Cover up your own mistakes, and if someone else makes a mistake, shame him. 8. Unreliability. Don’t expect reliability in relationships. Don’t trust anyone, and you will never be disappointed. The parents didn’t get their developmental dependency needs met and will not be there for their children to depend on. The distrust cycle goes on. 9. Don’t Trust. Since no one feels validated or listened to, and there is unpredictability and unreliability on the part of the source figures, no one develops basic trust in themselves or others.

Although some scientists questioned the validity of these studies, others went along willingly. People from a wide range of disciplines were recruited, including psychics, physicists, and computer scientists, to investigate a variety of unorthodox projects: experimenting with mind-altering drugs such as LSD, asking psychics to locate the position of Soviet submarines patrolling the deep oceans, etc. In one sad incident, a U.S. Army scientist was secretly given LSD. According to some reports, he became so violently disoriented that he committed suicide by jumping out a window. Most of these experiments were justified on the grounds that the Soviets were already ahead of us in terms of mind control. The U.S. Senate was briefed in another secret report that the Soviets were experimenting with beaming microwave radiation directly into the brains of test subjects. Rather than denouncing the act, the United States saw “great potential for development into a system for disorienting or disrupting the behavior pattern of military or diplomatic personnel.” The U.S. Army even claimed that it might be able to beam entire words and speeches into the minds of the enemy: “One decoy and deception concept … is to remotely create noise in the heads of personnel by exposing them to low power, pulsed microwaves.… By proper choice of pulse characteristics, intelligible speech may be created.… Thus, it may be possible to ‘talk’ to selected adversaries in a fashion that would be most disturbing to them,” the report said. Unfortunately, none of these experiments was peer-reviewed, so millions of taxpayer dollars were spent on projects like this one, which most likely violated the laws of physics, since the human brain cannot receive microwave radiation and, more important, does not have the ability to decode microwave messages. Dr. Steve Rose, a biologist at the Open University, has called this far-fetched scheme a “neuro-scientific impossibility.” But for all the millions of dollars spent on these “black projects,” apparently not a single piece of reliable science emerged. The use of mind-altering drugs did, in fact, create disorientation and even panic among the subjects who were tested, but the Pentagon failed to accomplish the key goal: control of the conscious mind of another person. Also, according to psychologist Robert Jay Lifton, brainwashing by the communists had little long-term effect. Most of the American troops who denounced the United States during the Korean War reverted back to their normal personalities soon after being released. In addition, studies done on people who have been brainwashed by certain cults also show that they revert back to their normal personality after leaving the cult. So it seems that, in the long run, one’s basic personality is not affected by brainwashing.

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16. Hamilton DM, Haennel RG. Validity and reliability of the 6-minute walk test in a cardiac rehabilitation population; J of Cardiopulm Rehab. 2000; 20(3): 156-64.

He just isn’t “in” the relationship. It is ironic that like many silent sons he feels something is missing in his relationships, which is usually what his partner is saying too. It is not uncommon for the achiever to be looking for more and more in a relationship, which often means he looks outside his current one. These are the positive and negative characteristics of the achiever: Positive He is competent. He is good in a crisis. He is reliable. He meets goals. He takes charge well. He is successful. He is a survivor. He motivates self and others. Negative He is overly competitive. He is a perfectionist. He has difficulty relaxing. He fails to take care of himself. He can’t express feelings. He needs external validation. He is a workaholic. He is never wrong. He marries a dependent person. He exhibits compulsive behavior. He disproportionately fears failure. He is unable to play. Transitions Needed Develop an internal sense of validation in yourself. Learn to say no to others and yourself. Find time for yourself. Learn to relax, slow down. Learn to appreciate yourself.

DSM largely lacks what in the world of science is known as “reliability”—the ability to produce consistent, replicable results. In other words, it lacks scientific validity. Oddly, the lack of reliability and validity did not keep the DSM-V from meeting its deadline for publication, despite the near-universal consensus that it represented no improvement over the previous diagnostic system. 29 Could the fact that the APA had earned $ 100 million on the DSM-IV and is slated to take in a similar amount with the DSM-V (because all mental health practitioners, many lawyers, and other professionals will be obliged to purchase the latest edition)

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.

Because religious beliefs and experiences cannot be reliably validated through logical deduction or observational induction, validation occurs only by satisfying the emotions that motivate religion in the first place. Religious

In the DevOps ideal, developers receive fast, constant feedback on their work, which enables them to quickly and independently implement, integrate, and validate their code, and have the code deployed into the production environment (either

As a single case from half a century ago, Sybil Exposed cannot tell us anything about the reliability, validity, etiology, epidemiology, or typical treatment outcome of a mental disorder. Nathan’s alternative theory of pernicious anemia is implausible and supported by no corroborating evidence; Debbie Nathan advocates a hypothetical explanation of Shirley’s pre-1945 symptoms that is less evidence based than the trauma dissociation theory she rejects.

Narrative writing about the self is a chiral process, not a symmetrical, achiral process. An object or a system is chiral if a person cannot superpose the object upon its exhibited mirror image. Although narrative writing is an embodiment of the self, human beings’ predilection to simplify data through imposition of a narrative arc over complex sets of data typically leads to an imprecise replication. The only way to avoid the narrative fallacy is by examining the clarity of the story and methodically assessing the narrator’s reliability in collecting, analyzing, presenting facts and the validity of the narrative including the objective aspect, the emotional aspect, social aspect, and moral aspect.

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The justice system is corrupted and not reliable. It is exploited for hate, revenge with lies, deceit. It is method, pattern from the knowledgeable guilty against the unprotected innocents. Do not consider any claim or conviction as valid.

Some people turn to religion or some other ideology or belief system to find answers to life’s mysteries. But for me, there is no substitute for the careful hypothesising, testing, and deducing of facts about the world that are the hallmark of the scientific method. The understanding we have gained through science—and physics in particular—of how the world is made up and how it works is, in my view, not just one of many equally valid ways of reaching the ‘truth’ about reality. It is the only reliable way we have.

Research for this book has made me aware of aspects of Christianity I find disturbing. During the past several years, rereading the gospels, I was struck by how their vision of supernatural struggle both expresses conflict and raises it to cosmic dimensions. This research, then, reveals certain fault lines in Christian tradition that have allowed for the demonizing of others throughout Christian history—fault lines that go back nearly two thousand years to the origins of the Christian movement. While writing this book I often recalled a saying of Søren Kierkegaard: "An unconscious relationship is more powerful than a conscious one." For nearly two thousand years, for example, many Christians have taken for granted that Jews killed Jesus and the Romans were merely their reluctant agents, and that this implicates not only the perpetrators but (as Matthew insists) all their progeny in evil. Throughout the centuries, countless Christians listening to the gospels absorbed, along with the quite contrary sayings of Jesus, the association between the forces of evil and Jesus’ Jewish enemies. Whether illiterate or sophisticated, those who heard the gospel stories, or saw them illustrated in their churches, generally assumed both their historical accuracy and their religious validity. Especially since the nineteenth century, however, increasing numbers of scholars have applied literary and historical analysis to the gospels—the so-called higher criticism. Their critical analysis indicated that the authors of Matthew and Luke used Mark as a source from which to construct their amplified gospels. Many scholars assumed that Mark was the most historically reliable because it was the simplest in style and was written closer to the time of Jesus than the others were. But historical accuracy may not have been the gospel writers’ first consideration. Further analysis demonstrated how passages from the prophetic writings and the psalms of the Hebrew Bible were woven into the gospel narratives. Barnabas Lindars and others suggested that Christian writers often expanded biblical passages into whole episodes that “proved,” to the satisfaction of many believers, that events predicted by the prophets found their fulfillment in Jesus’ coming.

As simple as it should be in theory to judge projects, in practice it’s anything but. In every big project, there are blizzards of numbers generated at different stages by different parties. Finding the right ones—those that are valid and reliable—takes skill and work. Even trained scholars get it wrong.[4] And it doesn’t help that big projects involve money, reputations, and politics. Those who have much to lose will spin the numbers, so you cannot trust them. That’s not fraud. Or rather, it’s not usually fraud; it’s human nature. And with so many numbers to choose from, spinning is a lot easier than finding the truth.

Excellence in Statistics: Rigor Statisticians are specialists in coming to conclusions beyond your data safely—they are your best protection against fooling yourself in an uncertain world. To them, inferring something sloppily is a greater sin than leaving your mind a blank slate, so expect a good statistician to put the brakes on your exuberance. They care deeply about whether the methods applied are right for the problem and they agonize over which inferences are valid from the information at hand. The result? A perspective that helps leaders make important decisions in a risk-controlled manner. In other words, they use data to minimize the chance that you’ll come to an unwise conclusion. Excellence in Machine Learning: Performance You might be an applied machine-learning/AI engineer if your response to “I bet you couldn’t build a model that passes testing at 99.99999% accuracy” is “Watch me.” With the coding chops to build both prototypes and production systems that work and the stubborn resilience to fail every hour for several years if that’s what it takes, machine-learning specialists know that they won’t find the perfect solution in a textbook. Instead, they’ll be engaged in a marathon of trial and error. Having great intuition for how long it’ll take them to try each new option is a huge plus and is more valuable than an intimate knowledge of how the algorithms work (though it’s nice to have both). Performance means more than clearing a metric—it also means reliable, scalable, and easy-to-maintain models that perform well in production. Engineering excellence is a must. The result? A system that automates a tricky task well enough to pass your statistician’s strict testing bar and deliver the audacious performance a business leader demands. Wide Versus Deep What the previous two roles have in common is that they both provide high-effort solutions to specific problems. If the problems they tackle aren’t worth solving, you end up wasting their time and your money. A frequent lament among business leaders is, “Our data science group is useless.” And the problem usually lies in an absence of analytics expertise. Statisticians and machine-learning engineers are narrow-and-deep workers—the shape of a rabbit hole, incidentally—so it’s really important to point them at problems that deserve the effort. If your experts are carefully solving the wrong problems, your investment in data science will suffer low returns. To ensure that you can make good use of narrow-and-deep experts, you either need to be sure you already have the right problem or you need a wide-and-shallow approach to finding one.

THE DSM-V: A VERITABLE SMORGASBORD OF “DIAGNOSES” When DSM-V was published in May 2013 it included some three hundred disorders in its 945 pages. It offers a veritable smorgasbord of possible labels for the problems associated with severe early-life trauma, including some new ones such as Disruptive Mood Regulation Disorder,26 Non-suicidal Self Injury, Intermittent Explosive Disorder, Dysregulated Social Engagement Disorder, and Disruptive Impulse Control Disorder.27 Before the late nineteenth century doctors classified illnesses according to their surface manifestations, like fevers and pustules, which was not unreasonable, given that they had little else to go on.28 This changed when scientists like Louis Pasteur and Robert Koch discovered that many diseases were caused by bacteria that were invisible to the naked eye. Medicine then was transformed by its attempts to discover ways to get rid of those organisms rather than just treating the boils and the fevers that they caused. With DSM-V psychiatry firmly regressed to early-nineteenth-century medical practice. Despite the fact that we know the origin of many of the problems it identifies, its “diagnoses” describe surface phenomena that completely ignore the underlying causes. Even before DSM-V was released, the American Journal of Psychiatry published the results of validity tests of various new diagnoses, which indicated that the DSM largely lacks what in the world of science is known as “reliability”—the ability to produce consistent, replicable results. In other words, it lacks scientific validity. Oddly, the lack of reliability and validity did not keep the DSM-V from meeting its deadline for publication, despite the near-universal consensus that it represented no improvement over the previous diagnostic system.29 Could the fact that the APA had earned $100 million on the DSM-IV and is slated to take in a similar amount with the DSM-V (because all mental health practitioners, many lawyers, and other professionals will be obliged to purchase the latest edition) be the reason we have this new diagnostic system?

SIOP developers approached their project from the opposite direction. They began by announcing a model of sheltered instruction, incorporating a list of best practices that made sense to themselves and to a few colleagues. They presented this model as a detailed set of criteria, a rubric for effective sheltering. Then they asked a group of “raters” to evaluate the rubric for validity and reliability. Finally, they began conducting their own research on the model to see whether it worked. This is how SIOP came to be created and marketed commercially as “the only scientifically validated model of sheltered instruction.

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.

Figure 3.35 shows examples of nonstandard trend lines: FIGURE 3.35 Nonstandard Trend Lines in XLF A is drawn between lows in a downtrend instead of between highs in a downtrend. B is also drawn between lows in a downtrend. Furthermore, it ignores a large price spike in an effort to fit the line to later data. C is more of a best-fit line drawn through the center of a price area. These may be drawn freehand or via a procedure like linear regression. D is drawn between highs in an uptrend. E raises a critical point about trend lines: They are lines drawn between successive swings in the market. If there are no swings, there should be no trend line. It would be hard to argue that the market was showing any swings at E, at least on this time frame. This trend line may be valid on a lower time frame, but it is nonstandard on this time frame. In general, trend lines are tools to define the relationship between swings, and are a complement to the simple length of swing analysis. As such, one of the requirements for drawing trend lines is that there must actually be swings in the market. We see many cases where markets are flat, and it is possible to draw trend lines that touch the tops or bottoms of many consecutive price bars. With one important exception later in this chapter, these types of trend lines do not tend to be very significant. They are penetrated easily by the smallest motions in the market, and there is no reliable price action after the penetration. Avoid drawing these trend lines in flat markets with no definable swings.

In school, this explicit teaching of facts and procedures is rampant in almost every subject area. In science, it’s called “the scientific method” and often includes steps such as: Observe something and/or do research. Construct a hypothesis. Make a prediction based on your hypothesis. Test your hypothesis by doing an experiment. Analyze the results of your experiment. Determine if your hypothesis was correct. The steps vary slightly between models. However, no matter the actual words on the checklist, or how many steps are included, we teach them to children as if they descended on stone tablets. Teachers devise songs or mnemonic devices to help students memorize the rigid steps. Then students memorize the vocabulary words that go along with the scientific method: hypothesis, fair test, variables, control groups, reliability, validity, etc. Finally, students fill out worksheets to match the vocabulary words with the correct definitions and put the steps in order. This is not science. Science is about wonder and risk and imagination, not checklists or vocabulary memorization. Alan Kay laments that much of what schools teach isn’t science at all, it’s science appreciation. (Kay, 2007)

Prefer experimentation over analysis. It’s far more reliable to get good at cheap validation than it is to get great at consistently picking the right solution. Even if you’re brilliant, you are almost always missing essential information when you begin designing. Analysis can often uncover missing information, but it depends on knowing where to look, whereas experimentation allows you to find problems that you didn’t anticipate.

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Generating different train and test splits is called cross-validation. This helps us have a more reliable estimation of our model's accuracy

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The problem for this very sensible point of view that seems in accord with everyday experience, and is in agreement with mainstream scientific theory and practice, is that there are thousands of carefully checked and validated experiences where a person apparently ‘sees’, in dream or during everyday life, a completely unexpected mental picture of a future event that corresponds in all its major detail to what actually occurs. Sometimes it is an apparent prevision of a horrifyingly dramatic scene as it will appear later to an observer from that position, sometimes it is quite a trivial experience marked by the fact that you remember ‘seeing’ it before (see Chapter 19 for examples and extended discussion) The term ‘precognition’ is given to this apparent preview of what will happen that is confirmed when details of the later event and the preview are compared in retrospect. To be classified as a precognition the precognised events must match very closely the actual events as they occur, rather like a tick list. Not ‘an aeroplane crash’, but specific details that apply to that predicted crash and that crash only. The evidence is strengthened if there is reliable evidence that others knew of the details contained in the precognition and could compare its accuracy with details of the apparently precognised event (see Osborne, 1961, Mackenzie 1974, Rhine 1961, 1981, Hearne, 1989, Dossey,2009, Rhine-Feather & Schmicker 2005, Wargo, 2018, Taylor, 2020).

a major charge of the argument advanced here is that most social science survey findings are not scientific enough. They violate one’s common everyday breeze-tasting sense of life precisely because they do not meet the standards of validity, reliability, and comprehensiveness that the best scientists have always insisted on

This so-called “independent” monitoring and accountability body’s purpose was to validate the imposition of police state controls by global and local political leaders and technocrats, endorsing their efforts to take the kind of harsh actions that Gates’s simulation modeled: subduing resistance, ruthlessly censoring dissent, isolating the healthy, collapsing economies, and compelling vaccination during a projected worldwide health crises. GPMB’s board includes a pantheon of technocrats whose cumulative global power to dictate global health policy is virtually irresistible: Anthony Fauci; Sir Jeremy Farrar of Wellcome Trust; Christ Elias of BMGF; China’s CDC director, George Gao; Russian health minister, Veronika Skvortsova; WHO’s health director, Michael Ryan; its former director, Gro Harlem Brundtland; its former programming director, Ilona Kickbusch; and UNICEF’s Henrietta Holsman Fore, who is former director of USAID, that used to be a reliable CIA front.

1.  What kind of information are you thinking of measuring? The more the object to be measured resembles inanimate matter, the more likely it is to be measureable: that is why measurement is indispensable in the natural sciences and in engineering. When the objects to be measured are influenced by the process of measurement, measurement becomes less reliable. Measurement becomes much less reliable the more its object is human activity, since the objects—people—are self-conscious, and are capable of reacting to the process of being measured. And if rewards and punishments are involved, they are more likely to react in a way that skews the measurement’s validity. By contrast, the more they agree with the goals of those rewards, the more likely they are to react in a way that enhances the measurement’s validity.

DevOps requires potentially new cultural and management norms and changes in our technical practices and architecture. This requires a coalition that spans business leadership, Product Management, Development, QA, IT Operations, Information Security, and even Marketing, where many technology initiatives originate. When all these teams work together, we can create a safe system of work, enabling small teams to quickly and independently develop and validate code that can be safely deployed to customers. This results in maximizing developer productivity, organizational learning, high employee satisfaction, and the ability to win in the marketplace.

But though proponents refer to IAT research as “science”—or, in Kang’s words, “remarkable,” “jaw-dropping” science—their claims about its social significance leapfrogged ahead of scientific validation. There is hardly an aspect of IAT doctrine that is not now under methodological challenge. Any social-psychological instrument must pass two tests to be considered accurate: reliability and validity.

A fool only watches the outward form; conversely, a wise one catches the inward aspect as well, which determines the reliable and authentic outcome. A creator always carries the significant knowledge of its invention that white and black, ups and downs, and left and right aspects. As in this context, a question stays knocking the thoughts in mind that, how China knew and realized the protective measures as the lockdown immediately after discovering and breaking the coronavirus; whereas, topmost scientists of the world couldn't find a solution so speedy as China managed. Indeed, this question's validity stands valid until the reliable and authentic answer surpasses and prevails that? The world and humans have become under the biological viruses as coronavirus risks since distinctive policies and unfair conduct by the world's major political characters. Execution of justice, respect, equal rights, and fair policies can overcome such evil-minded bio viruses warfare and build the bridge of peace.

Giving all due respect to the present generation of scientists who have worked hard to give us the most reliable account of nature they can, historians nonetheless find the scientific ideas of other eras intrinsically interesting, often as interesting as those of our own day, and for all we know, they are valid in their own way.

Using a scale from “1 = Strongly disagree” to “7 = Strongly agree,” teams can quickly and easily measure their organizational culture. These items have been tested and found to be statistically valid and reliable. That is, they measure the things they are intended to

More specifically, we follow leaders who connect us to a mission we believe in, who clarify what’s expected of us, who surround us with people who define excellence the same way we do, who value us for our strengths, who show us that our teammates will always be there for us, who diligently replay our winning plays, who challenge us to keep getting better, and who give us confidence in the future. This is not a list of qualities in a leader, but rather a set of feelings in a follower. When we say to ourselves that leadership is indeed a thing, because we know it when we see it, we’re not really seeing any definable characteristic of another human. What we are “seeing” is in fact our own feelings as a follower. As such, while we should not expect every good leader to share the same qualities or competencies, we can hold all good leaders accountable for creating these same feelings of followership in their teams. Indeed, we can use these feelings to help any particular leader know whether or not she is any good. Those eight items introduced in chapter 1 are a valid measure of a leader’s effectiveness. We need not dictate how each leader should behave, but we can define what all good leaders must create in their followers. And since we measure this by asking the followers to rate their own experiences, rather than rating the leader on a long list of abstract leader qualities, this measure of leader effectiveness is reliable. Leadership isn’t a thing, because it cannot be measured reliably. Followership is a thing, because it can.

A valid study rests upon the reliable collection of data. If the data collection method is not reliable, then the resulting study cannot be considered valid. Collecting the “right” data is essential for a study is to be considered as valid.

Online, we still can’t reliably establish one another’s identities or trust one another to transact and exchange money without validation from a third party like a bank or a government.

. . . there is no direct evidence of serotonin or norepinephrine deficiency despite thousands of studies that have attempted to validate this notion.”22 And in a scathing review on major depression published in the New England Journal of Medicine in 2008, the researchers write: “. . . numerous studies of norepinephrine and serotonin metabolites in plasma, urine, and cerebrospinal fluid as well as postmortem studies of the brains of patients with depression, have yet to identify the purported deficiency reliably.”23

Many businesses . . . become highly skilled at using algorithms to produce outcomes that are reliable, that is, consistent and predictable. . . . Companies that devote all their resources to reliability lack the tools to pursue outcomes that are valid, that is, that produce a desired result.

Information is only as useful how is collected an interpreted. Algorithms are only as good as the scope and reliability of the data sets to which they are applied. So too, the findings of a qualitative researcher are only as good as that individual's neutrality, perceptiveness, and skill at eliciting anecdote and emotion. In other words, how well the qualitative researcher listens. At best, a quant can give you broad brushstrokes while a qual can provide finer detail. Both approaches are valid, and when used in concert, can be extremely revealing.  But when it comes to human interactions, and divining individual's unique motivations, proclivities and potentials, listing is so far the best and most accurate tool.

Information is only as useful as how it is collected and interpreted. Algorithms are only as good as the scope and reliability of the data sets to which they are applied. So too, the findings of a qualitative researcher are only as good as that individual's neutrality, perceptiveness, and skill at eliciting anecdote and emotion. In other words, how well the qualitative researcher listens. At best, a quant can give you broad brushstrokes while a qual can provide finer detail. Both approaches are valid, and when used in concert, can be extremely revealing.  But when it comes to human interactions, and divining individual's unique motivations, proclivities and potentials, listing is so far the best and most accurate tool.

Indeed, one of the findings in the 2015 State of DevOps Report validated that the age of the application was not a significant predictor of performance; instead, what predicted performance was whether the application was architected (or could be re-architected) for testability and deployability.

just because a test or measurement is reliable doesn’t mean it’s valid.

As to “facts” as a basis of understanding things in this investigative age: if there is anything greatly preferred to valid, reliable information in our culture, it is the appearance of facts – nice, tidy story lines that seem complete and perfunctory, stories that can be widely circulated in mutual agreement, despite lacking validity. And, as there are absolutely no historical facts concerning the life of Jesus of Nazareth – not a single word about him recorded during his lifetime – Christianity provides such a wonderful substitute appearance.

the confidence that people have in their intuitions is not a reliable guide to their validity.

My decision to dare greatly didn’t stem from self-confidence as much as it did from faith in my research. I know I’m a good researcher, and I trusted that the conclusions I had drawn from the data were valid and reliable.

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