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Statistics for the Behavioral Sciences by Frederick J. Gravetter, Larry B. Wallnau ISBN 10: 1305504917 ISBN 13: 9781305504912

Statistics is one of the most practical and essential courses that you will take, and a primary goal of this popular text is to make the task of learning statistics as simple as possible. Straightforward instruction, built-in learning aids, and real-world examples have made STATISTICS FOR THE BEHAVIORAL SCIENCES, 10th Edition the text selected most often by instructors for their students in the behavioral and social sciences. The authors provide a conceptual context that makes it easier to learn formulas and procedures, explaining why procedures were developed and when they should be used. This text will also instill the basic principles of objectivity and logic that are essential for science and valuable in everyday life, making it a useful reference long after you complete the course.

Statistics is one of the most practical and essential courses that you will take, and a primary goal of this popular text is to make the task of learning statistics as simple as possible. Straightforward instruction, built-in learning aids, and real-world examples have made STATISTICS FOR THE BEHAVIORAL SCIENCES, 10th Edition the text selected most often by instructors for their students in the behavioral and social sciences. The authors provide a conceptual context that makes it easier to learn formulas and procedures, explaining why procedures were developed and when they should be used. This text will also instill the basic principles of objectivity and logic that are essential for science and valuable in everyday life, making it a useful reference long after you complete the course.

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SECTION 9.1 | The t Statistic: An Alternative to z 273

For example, with df = 3, exactly 5% of the t distribution is located in the tail beyond

t = 2.353 (Figure 9.2). The process of finding this value is highlighted in Table 9.1. Begin

by locating df = 3 in the first column of the table. Then locate a proportion of 0.05 (5%) in

the one-tail proportion row. When you line up these two values in the table, you should find

t = 2.353. Because the distribution is symmetrical, 5% of the t distribution is also located

in the tail beyond t = –2.353 (see Figure 9.2). Finally, notice that a total of 10% (or 0.10) is

contained in the two tails beyond t = ±2.353 (check the proportion value in the “two-tails

combined” row at the top of the table).

TABLE 9.1

A portion of the t-distribution table. The numbers in the table are the values of t that separate the

tail from the main body of the distribution. Proportions for one or two tails are listed at the top of

the table, and df values for t are listed in the first column.

Proportion in One Tail

0.25 0.10 0.05 0.025 0.01 0.005

Proportion in Two Tails Combined

df 0.50 0.20 0.10 0.05 0.02 0.01

1 1.000 3.078 6.314 12.706 31.821 63.657

2 0.816 1.886 2.920 4.303 6.965 9.925

3 0.765 1.638 2.353 3.182 4.541 5.841

4 0.741 1.533 2.132 2.776 3.747 4.604

5 0.727 1.476 2.015 2.571 3.365 4.032

6 0.718 1.440 1.943 2.447 3.143 3.707

A close inspection of the t distribution table in Appendix B will demonstrate a point

we made earlier: as the value for df increases, the t distribution becomes more similar to a

normal distribution. For example, examine the column containing t values for a 0.05 proportion

in two tails. You will find that when df = 1, the t values that separate the extreme

5% (0.05) from the rest of the distribution are t = ±12.706. As you read down the column,

however, you should find that the critical t values become smaller and smaller, ultimately

reaching ±1.96. You should recognize ±1.96 as the z-score values that separate the

extreme 5% in a normal distribution. Thus, as df increases, the proportions in a t distribution

become more like the proportions in a normal distribution. When the sample size (and

degrees of freedom) is sufficiently large, the difference between a t distribution and the

normal distribution becomes negligible.

FIGURE 9.2

The t distribution with

df = 3. Note that 5% of the

distribution is located in the

tail beyond t = 2.353. Also,

5% is in the tail beyond

t = –2.353. Thus, a total

proportion of 10% (0.10) is

in the two tails combined.

5% 5%

22.353 0

2.353

t

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