Statistical Process Control Quotes

Systemization If you can’t describe what you are doing as a process, you don’t know what you’re doing. —W. EDWARDS DEMING, PRODUCTION MANAGEMENT EXPERT AND PIONEER OF STATISTICAL PROCESS CONTROL

The point that apocalyptic makes is not only that people who wear crowns and who claim to foster justice by the sword are not as strong as they think--true as that is: we still sing, 'O where are Kings and Empires now of old that went and came?' It is that people who bear crosses are working with the grain of the universe. One does not come to that belief by reducing social processes to mechanical and statistical models, nor by winning some of one's battles for the control of one's own corner of the fallen world. One comes to it by sharing the life of those who sing about the Resurrection of the slain Lamb.

This was, he told the King, a femfatalatron, an erotifying device stochastic, elastic and orgiastic, and with plenty of feedback; whoever was placed inside the apparatus instantaneously experienced all the charms, lures, wiles, winks and witchery of all the fairer sex in the Universe at once. The femfatalatron operated on a power of forty megamors, with a maximum attainable efficiency—given a constant concupiscence coefficient—of ninety-six percent, while the system's libidinous lubricity, measured of course in kilocupids, produced up to six units for every remote-control caress. This marvelous mechanism, moreover, was equipped with reversible ardor dampers, omnidirectional consummation amplifiers, absorption philters, paphian peripherals, and "first-sight" flip-flop circuits, since Trurl held here to the position of Dr. Yentzicus, creator of the famous oculo-oscular feel theory. There were also all sorts of auxiliary components, like a high-frequency titillizer, an alternating tantalator, plus an entire set of lecherons and debaucheraries; on the outside, in a special glass case, were enormous dials, on which one could carefully follow the course of the whole decaptivation process. Statistical analysis revealed that the femfatalatron gave positive, permanent results in ninety-eight cases of unrequited amatorial superfixation out of a hundred.

USDA statistics, as of 2012, showed 99 percent of durum wheat, 97 percent of spring wheat, and 61 percent of winter wheat as part of the harvesting process had been doused with Roundup, the world’s

For this reason, the “gold standard” of research is randomization, a process by which human subjects (or schools, or hospitals, or whatever we’re studying) are randomly assigned to either the treatment or the control group. We do not assume that all the experimental subjects are identical. Instead, probability becomes our friend (once again), and we assume that randomization will evenly divide all relevant characteristics between the two groups—both the characteristics we can observe, like race or income, but also confounding characteristics that we cannot measure or had not considered, such as perseverance or faith.

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When Congress passed Obamacare it attempted by statute to confer fundamental legislative powers on the executive branch, and even sought to prohibit future Congresses from altering its unconstitutional act. Specifically, Congress created the fifteen-member Independent Payment Advisory Board (IPAB), which ostensibly is responsible for controlling Medicare costs. The board submits a proposal to Congress, which automatically becomes law, and the Department of Health and Human Services must implement it, unless the proposal is affirmatively blocked by Congress and the president. Even then, it can be stopped only if the elected branches agree on a substitute. Obamacare also attempts to prohibit citizens from challenging the board’s decisions in court. Moreover, Obamacare seeks to tie the hands of future Congresses by forbidding Congress from dissolving the board outside of a seven-month period in 2017, and only by a supermajority three-fifths vote of both houses. If Congress does not act in that time frame, Congress is prohibited from even altering a board proposal.42 Apart from all the rest, the abuse of power by one Congress and president in attempting to reorganize the federal government and redraft fundamentally the Constitution outside of the amendment processes, with the intention of binding all future Congresses in perpetuity and leaving citizens with no political or legal recourse, is simply sinister. But it underscores the Statists’ contempt for the Constitution and self-government.

Dan Corrieri trained in engineering graphics, statistical process control, accounting manufacturing methods, finance, management, engineering economy, marketing, design processes in technology and engineering mechanics. Daniel Corrieri was a veteran of the United States Marine Corps Reserves with an honorable discharge. In addition, Daniel Corrieri has gained plenty of volunteer experience with Toys for Tots through the Marine Corps, community service for the American Cancer Society, church service and other excellent opportunities.

If you look at all the vitamin studies done on more than a thousand people in the last few decades, almost all of them have shown an increased risk of cancer. Some of these results were statistical, but some were not. The body likes to create free radicals to attack bad cells, including cancerous ones. If you block that mechanism by taking copious vitamins, especially those touted as antioxidants, you block your body’s natural ability to control itself. You block a physiological process. You disrupt a system we don’t fully understand yet.

Big Data’s gift, the way it kept itself growing stronger, was in its ability to persuade the majority of people that the unique collection of physical and personality characteristics that they naively referred to as the “self” was in fact made up of a complex matrix of statistical values, too complicated for humans to process but not so hard for computers to comprehend.

the use of statistical process control tools to evaluate variation, correlate root cause, forecast capacity, and anticipate throughput barriers. By measuring incidence of preventable venous

What do citizens expect of government agencies entrusted with crime control, risk control, or other harm reduction duties? The public does not expect that governments will be able to prevent all crimes or contain all harms. But they do expect government agencies to provide the best protection possible, and at a reasonable price, by being:           Vigilant, so they can spot emerging threats early, pick up on precursors and warning signs, use their imaginations to work out what could happen, use their intelligence systems to discover what others are planning, and do all this before much harm is done.           Nimble, flexible enough to organize themselves quickly and appropriately around each emerging crime pattern rather than being locked into routines and processes designed for traditional issues.           Skillful, masters of the entire intervention tool kit, experienced (as craftsmen) in picking the best tools for each task, and adept at inventing new approaches when existing methods turn out to be irrelevant or insufficient to suppress an emerging threat.8 Real success in crime control—spotting emerging crime problems early and suppressing them before they do much harm—would not produce substantial year-to-year reductions in crime figures, because genuine and substantial reductions are available only when crime problems have first grown out of control. Neither would best practices produce enormous numbers of arrests, coercive interventions, or any other specific activity, because skill demands economy in the use of force and financial resources and rests on artful and well-tailored responses rather than extensive and costly campaigns. Ironically, therefore, the two classes of metrics that still seem to wield the most influence in many departments—crime reduction and enforcement productivity—would utterly fail to reflect the very best performance in crime control. Further, we must take seriously the fact that other important duties of the police will never be captured through crime statistics or in measures of enforcement output. As NYPD Assistant Commissioner Ronald J. Wilhelmy wrote in a November 2013 internal NYPD strategy document:

when does an electron know when to jump, and how does it decide where to jump? Reasonably enough, Rutherford wanted to know what underlying process controlled the quantum jumping: "Bohr's answer was remarkable. Bohr suggested that the whole process was fundamentally random, and could only be considered by statistical methods: every change in the state of an atom should be regarded as an individual process, incapable of more detailed description. We are here so far removed from a causal description that an atom may in general even be said to possess a free choice between various possible transitions.

It could not. Sometimes you have to be there to understand—especially when a situation is fast-moving or contains soft, hard-to-quantify details, as is typically the case on the battlefield. The Nobel laureate economist Friedrich Hayek had a phrase for the kind of awareness that is hard to capture in metrics and maps: the “knowledge of the particular circumstances of time and place.” Social scientists have long understood that statistical metrics are at their most pernicious when they are being used to control the world, rather than try to understand it. Economists tend to cite their colleague Charles Goodhart, who wrote in 1975: “Any observed statistical regularity will tend to collapse once pressure is placed upon it for control purposes.”[12] (Or, more pithily: “When a measure becomes a target, it ceases to be a good measure.”) Psychologists turn to Donald T. Campbell, who around the same time explained: “The more any quantitative social indicator is used for social decision-making, the more subject it will be to corruption pressures and the more apt it will be to distort and corrupt the social processes it is intended to monitor.”[13]

Much of the negation poisoning the democratic process has stemmed from a confusion of the personal and the statistical. I may hold down an excellent job, but the failure of the stimulus to meet its targets infuriates me. I may live in peaceful Vienna, Virginia, safe from harm—but a report that several Americans have died violently in Kabul appears like a fatal failure of authority. By dwelling on the plane of gross statistics, I become vulnerable to grandiose personal illusions: that if I compel the government to move in this direction or that, I can save the Constitution, say, or the earth, or stop the war, or end poverty now. Though my personal sphere overflows with potentiality, I join the mutinous public and demand the abolition of the established order. This type of moral and political displacement is nothing new. The best character in the best novel by Dickens, to my taste, is Mrs. Jellyby of Bleak House, who spent long days working to improve “the natives of Borrioboola-Gha, on the left bank of the Niger,” while, in her London home, her small children ran wild and neglected. Dickens termed this “telescopic philanthropy”—the trampling of the personal sphere for the sake of a heroic illusion. Mrs. Jellyby, sitting in quite a nest of waste paper, drank coffee all the evening and dictated at intervals to her eldest daughter. She also held a discussion with Mr. Quale, the subject of which seemed to be—if I understood it—the brotherhood of humanity, and gave utterance to some beautiful sentiments. I was not so attentive an auditor as I might have wished to be, however, for Peepy and the other children came flocking about Ada and me in a corner of the drawing-room to ask for another story; so we sat down among them and told them in whispers “Puss in Boots” and I don’t know what else until Mrs. Jellyby, accidentally remembering them, sent them to bed.3 The revolt of the public has had a telescopic and Jellybyan aspect to it. Though they never descended to details, insurgents assumed that, by symbolic gestures and sheer force of desire, they could refashion the complex systems of democracy and capitalism into a personalized utopia. Instead, unknowingly, they crossed into N. N. Taleb’s wild “Extremistan,” where “we are subjected to the tyranny of the singular, the accidental, the unseen, and the unpredicted.” In that unstable country, “you should always be suspicious of the knowledge you derive from data.”4 I can’t command a complex social system like the United States, but I can control my political expectations of it: I can choose to align them with reality. To seize this alternative, I must redirect the demands I make on the world from the telescopic to the personal, because actionable reality resides in the personal sphere. I can do something about losing my job, for example, but I have no clue what could or should be done about the unemployment rate. I know directly whether a law affects my business for better or worse, but I have no idea of its effect on the gross domestic product. I can assist a friend in need, but I have little influence over the natives of Borrioboola-Gha, on the left bank of the Niger. Control, however tenuous, and satisfaction, however fleeting, can only be found in the personal sphere, not in telescopic numbers reported by government. A

Never before has so much power been concentrated into the hands of such a few number of people, who literally can decide what countries live or die on a minute by minute basis. Never before has all the world’s wealth been subject to the decisions of such a small clique of individuals, who can, as we said earlier, completely alter the economic, sociological, and legislative landscape of entire nations as if with the wave of a magic wand. And if this situation weren’t bad enough, what makes it worse is the fact that the mental condition of this clique is such that makes the whole situation a ticking time bomb. It’s true, on it’s face, that such a threat from such a statistically small number of people makes no sense, except when considering what possibilities exist when this small number of people have the ear of the President of the United States, the most powerful man in the world. And, if these people can literally make the president dance on strings like a puppet, (as has obviously been the case with every American president since Lyndon Johnson) then it becomes apparent how such machinery can be made to operate. We are talking about an unprecedented concentration of the world’s power in the hands of a few individuals who are, by any standards that can be used to measure, criminally insane. They possess 90% of the world’s wealth, control the political machinery of the world’s most powerful nations, control the informational infrastructure of these nations, and are imbued with the mindset that they have a right to possess all of this by virtue of: A: Their superiority, and by B. The inferiority of the rest of the world’s inhabitants. This situation does not paint a pretty picture, even to the most shallow-minded of thinkers. When it is reduced to its irreducible minimum, the program under which such individuals have deluded themselves is that it is impossible that evil in any form may emanate from the Jewish quarter, and, conversely, that the only evil that can exist is that which works against the Jewish agenda. Like Pavlov’s dogs, the sentiments of such individuals can be turned on like a light switch in defending the agenda of their masters, sentiments completely disconnected with any true intellectual processes and which vary between loyalty for the hand that feeds them and fear of the hand that can grab them by the throat. And thus it is in this manner therefore that we must view the intellectual parrying that takes place by today’s skeptics as but a magic act, and particularly so when the other side of the coin is discussed.

The reality, when the sexy advertisements have been stripped away, is that the actual product is ethanol.122 It is a horrible-tasting, addictive poison. So we sweeten it with sugar and flavoring or process it to make it more palatable. The product’s product is inebriation, a gradual deadening of your senses until you become completely intoxicated. And the side effects that are never disclosed are many. Think about ads for new medications, like Viagra or blood pressure medication. They are legally required to disclose all the statistically relevant side effects. Alcohol has the same cancer-causing effects as asbestos,123 and just three drinks per week can increase a woman’s chance of developing breast cancer by 15%,124 yet there are no labeling requirements whatsoever. Yet compared to other drugs (illegal, legal, and prescription), alcohol bears the highest harm rating.125

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violations of regression assumptions, and strategies for examining and remedying such assumptions. Then we extend the preceding discussion and will be able to conclude whether the above results are valid. Again, this model is not the only model that can be constructed but rather is one among a family of plausible models. Indeed, from a theoretical perspective, other variables might have been included, too. From an empirical perspective, perhaps other variables might explain more variance. Model specification is a judicious effort, requiring a balance between theoretical and statistical integrity. Statistical software programs can also automatically select independent variables based on their statistical significance, hence, adding to R-square.2 However, models with high R-square values are not necessarily better; theoretical reasons must exist for selecting independent variables, explaining why and how they might be related to the dependent variable. Knowing which variables are related empirically to the dependent variable can help narrow the selection, but such knowledge should not wholly determine it. We now turn to a discussion of the other statistics shown in Table 15.1. Getting Started Find examples of multiple regression in the research literature. Figure 15.1 Dependent Variable: Productivity FURTHER STATISTICS Goodness of Fit for Multiple Regression The model R-square in Table 15.1 is greatly increased over that shown in Table 14.1: R-square has gone from 0.074 in the simple regression model to 0.274. However, R-square has the undesirable mathematical property of increasing with the number of independent variables in the model. R-square increases regardless of whether an additional independent variable adds further explanation of the dependent variable. The adjusted R-square (or ) controls for the number of independent variables. is always equal to or less than R2. The above increase in explanation of the dependent variable is due to variables identified as statistically significant in Table 15.1. Key Point R-square is the variation in the dependent variable that is explained by all the independent variables. Adjusted R-square is often used to evaluate model explanation (or fit). Analogous with simple regression, values of below 0.20 are considered to suggest weak model fit, those between 0.20 and 0.40 indicate moderate fit, those above 0.40 indicate strong fit, and those above 0.65 indicate very strong model fit. Analysts should remember that choices of model specification are driven foremost by theory, not statistical model fit; strong model fit is desirable only when the variables, and their relationships, are meaningful in some real-life sense. Adjusted R-square can assist in the variable selection process. Low values of adjusted R-square prompt analysts to ask whether they inadvertently excluded important variables from their models; if included, these variables might affect the statistical significance of those already in a model.3 Adjusted R-square also helps analysts to choose among alternative variable specifications (for example, different measures of student isolation), when such choices are no longer meaningfully informed by theory. Empirical issues of model fit then usefully guide the selection process further. Researchers typically report adjusted R-square with their

One of the initial steps to understand or improve a process is to gather information about the important activities so that a ‘dynamic model

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