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11.5 WHERE DO WE GO FROM HERE We have focused substantially on the negative consequences of ignoring numerical issues in statistical computing. When things go amiss, it is sometimes obvious: Hessians do not invert, Markov chains do not converge, or maximum likelihood software gives ridiculous results. In these cases, if one knew nothing about numerical methods, it would be necessary either to change the model (which is not preferred, because this involves retheorizing the substantive problem, and one usually has a speci c theory to test) or to get more data (which is not preferred, because it is often expensive and time consuming, or often even impossible). An understanding of numerical methods provides another, better option x the real problem, or at least gain insights into it. One hundred years ago, researchers could never have imagined the advent of computing technology or the revolution it would bring to the eld of statistics. One hundred years hence, we imagine that researchers looking back at the methods discussed in this book will nd them quaint. But even a century ago, researchers such as Duhem (1906) were concerned with a timeless question: What are the limits of the instruments we use to measure and form inferences about the world we study Knowledge of the limitations of our research tools helps us avoid making incorrect inferences. However, often this knowledge is inaccessible to social scientists because it is speci c to statisticians or computer scientists. We hope that this book bridges the gap not only among these disciplines, but also among the many disciplines within the social sciences that commonly use statistical software.

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The Socket API is particularly hard to learn because the several dozen C functions in the Socket library lack a uniform naming convention. For example, it is not obvious

Overtime. After checking the math and the punches, check to see if the overtime has been calculated correctly according to the applicable federal or state law, union contract, or company policy.

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The Idiographic Approach The idiographic approach emphasizes the complexity of individuality. Each person is the unique product of a history of transactions between biological and environmental factors that has never existed before and will never exist again. Here, so-called universal laws and classification systems are of highly limited value. Instead, understanding individuals requires a knowledge of the particulars of their existence: where they were born, how they were influenced by their first-grade teacher, why they chose psychology over hamster farming as a career, and how their father s death in that awful storm in the spring of their fifth-grade year shattered their faith. According to Henry Murray (1938, p. 604), The history of personality is the personality. At its most extreme, the idiographic approach holds that there is something ineffable about individuality, that its complexity cannot be wholly contained within any single classification system. As such, taxonomies are only provisional explanatory systems to be modified as needed when additional evidence becomes available. Theoretical systems are only a point of departure, to be used as a self-conscious contrivance that facilitates understanding, not as an end point. Cross-sectional descriptions, such as diagnoses and personality profiles, are only the beginning. Because the most important goal is creating a rich description of each person, any concept from any theory or classification system is acceptable if it helps capture and communicate the uniqueness of the individual. Here, the eclecticism of multiple theories is not frowned on, but instead seen as offering fertile soil from which truly illuminating portrayals of individuality can be achieved.

Figure 710: The Contract pattern structure Participants Product is the item agreed upon and to which the contract refers Contract is the agreement between one or more buyers and one or more sellers The buyer and seller are the parties that participate in the deal Typical contract attributes are description and date Contracts can be related to each other A skeleton contract is one type of contract that is usually related to other contracts It defines the general terms for contracts between two companies For instance, a company that purchases consulting services initially can write a skeleton contract containing general terms and agreements; then when hiring a specific consultant a smaller but more detailed contract can be written to include the terms specific to that hire Contract Type specifies the kind of contract Skeleton and lease contracts are two examples of contract types.

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