Question

In: Statistics and Probability

Participants saw a series of words on a computer screen. Each time, a word (either relating...

  1. Participants saw a series of words on a computer screen. Each time, a word (either relating to a positive emotion or a negative emotion) was presented on a screen for 1500ms. Researchers asked participants to press the “A” key as quickly as possibly if they saw a positive word and the “L” key if they saw a negative word. The response is reaction time in milliseconds (i.e., how long it took the subject to make a response). Use an appropriate test statistical method to answer the question: Did the reaction time differ between the two types of words?

Subjects

Positive

Negative

1

500

490

2

540

540

3

340

350

4

540

580

5

480

500

6

465

490

7

400

450

8

440

450

9

430

420

10

435

450

Please resolve the following questions:

  1. Identify the independent variable and its associated levels, as well as the dependent variable. (12 pts)
  2. Identify the statistical test to be used. (4 pts)
  3. State the null and alternative hypothesis. (6 pts)
  4. Determine the critical value(s). (4 pts)
  5. Calculate the value of your test statistic from the data. (24 pts)
  6. Draw a distribution showing your critical regions and test statistic. (7 pts)
  7. Make a statistical decision for the hypotheses. (6 pts)
  8. Interpret the results and answer/validate the research question - Did the reaction time differ between the two types of words? (12 pts)

Solutions

Expert Solution

The independent variable is the two types of words and its associated level is 2. The dependent variable is the reaction time.

The statistical test to be used is the Paired t-test.

The hypothesis being tested is:

H0: µd = 0

Ha: µd ≠ 0

Subjects Positive Negative Difference
1 500 490 10
2 540 540 0
3 340 350 -10
4 540 580 -40
5 480 500 -20
6 465 490 -25
7 400 450 -50
8 440 450 -10
9 430 420 10
10 435 450 -15
457.000 mean Positive
472.000 mean Negative
-15.000 mean difference (Positive - Negative)
19.720 std. dev.
6.236 std. error
10 n
9 df
2.262 critical t
-2.405 t
.0395 p-value (two-tailed)

The critical value(s) are -2.262 and 2.262.

The value of the test statistic is -2.405.

The distribution showing your critical regions and the test statistic is:

The p-value is 0.0395.

Since the p-value (0.0395) is less than the significance level (0.05), we can reject the null hypothesis.

Therefore, we can conclude that the reaction time differs between the two types of words.

Please give me a thumbs-up if this helps you out. Thank you!


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