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School of Distance Education UNIVERSITY OF CALICUT SCHOOL OF DISTANCE EDUCATION B Sc. Counselling Psychology (2011 Admn.) IV SEMESTER COMPLEMENTARY COURSE PSYCHOLOGICAL STATISTICS QUESTION BANK 1. Inferential statistics is the branch of statistics which helps in inferring -----a) Sample value c) Both (a) and (b) b) Population value d) None of these 2. Which of the following are function(s) of inferential statistics? a) Estimation c) Both (a) and (b) b) Testing of hypothesis d) None of these 3. Which of the following is true about inferential statistics? a) b) c) d) Help in getting an idea about sample value from population value. Help in getting an idea about population value from sample value. Help in getting data from sample. None of these 4. Parameter in inferential statistics refers to _______ a) Sample value b) Data c) Population value d) Variable name 5. A statistic in inferential statistics is related to which of the following? a) Sample b) Population c) Both (a) and (b) 6. Estimation is the process of ______ a) b) c) d) d) None of these Formulating some hypothesis about the population Inferring statistic from parameter Testing some hypothesis about the population Inferring parameter from statistic 7. Which one of the following statements is true about hypothesis? a) b) c) d) It is an assumption about population value There are different types of hypothesis Hypothesis testing is a function of inferential statistics All of the above Psychological Statistics Page 1 School of Distance Education 8. Which of the following is a null hypothesis? a) b) c) d) There is significant relationship between the variable X and Y. There is no gender difference in the mean scores of mechanical aptitude. There is significant effect of intelligence on achievement. None of these 9. The opposite of null hypothesis is known as _______ a) b) c) d) Directional hypothesis Statistical hypothesis Alternate hypothesis Composite hypothesis 10. Which of the following is an alternate hypothesis? a) b) c) d) There is significant gender difference in the mean scores of mechanical aptitude. There is no significant relationship between achievement and previous knowledge. There is no significant effect of intelligence on creativity. None of these 11. Some statement or assertion above a population is known as _____ a) Unique statement c) Standard hypothesis b) a standard statement d) a statistical hypothesis 12. A hypothesis in which there is no indication of direction of change or relation is called a ________ a) b) c) d) directional hypothesis non directional hypothesis alternate hypothesis None of these 13. Tests used to test non directional hypothesis are a) One tailed tests c) Three tailed tests b) Two-tailed tests d) Four tailed tests 14. For testing H0: 1=2 against H0:12 we have the ______ a) One tailed test b) Two-tailed test c) Three tailed test d) None of these 15. The alternate hypothesis for the null hypothesis H0: 1 < 2 is______ a) H1: 1>2 b) H1: 1 = 2 c) H1: 1<2 d) H1: 1> 2 16. For testing which of the following hypothesis two-tailed test is used? a) H0 : 1< 2 against H1: 1> 2 b) H0: 1> 2 against H1: 1< 2 c) H0: 1= 2 against H1: 1 2 d) None of these Psychological Statistics Page 2 School of Distance Education 17. For testing which of the following hypothesis one tailed test is used? a) non directional hypothesis b) directional hypothesis c) alternate hypothesis d) composite hypothesis 18. For testing which of the following hypothesis one tailed test is used? a) There is no significant gender difference in the mean scores of anxiety. b) There is significant relationship between variables X and Y. c) Experimental group has a higher mean Y score than the control group after the treatment. d) There is no significant difference in mean Y scores of control and experimental groups after the treatment. 19. Statistical tests are designed to test the ______ a) Alternate hypothesis b) Statistical hypothesis c) Composite hypothesis d) Null hypothesis 20. Which of the following hypothesis are accepted or rejected? a) alternate hypothesis b) statistical hypothesis c) composite hypothesis d) null hypothesis 21. Hypothesis testing deals with ______ a) Prediction of population values based on sample values b) prediction of sample values based on population values c) Both (a) and (b) d) None of these 22. Which of the following is type I error? a) The error of accepting H0 when H0 is true. b) The error of rejecting H0 when H0 is false c) The error of rejecting H0 when H0 is true d) The error of accepting H0 when H0 is false. 23. Which of the following is type II errors? a) The error of accepting H0 when H0 is true b) The error of rejecting H0 when H0 is false c) The error of accepting H0 when H0 is false d) The errors of rejecting H0 when H0 is true 24. The probability of type I error is _____ a) Power of the test b) Statistical significance c) Level of significance d) None of these Psychological Statistics Page 3 School of Distance Education 25. The probability of type II error is denoted by ______ a) b) c) 1 – d) 1 – 26. Which of the following statements is incorrect? a) As probability of Type I error increases, probability of type II error also increases. b) As the probability of Type I error decreases, the probability of type II error increases. c) As the probability of Type II error decreases, the probability of Type I error increases. d) None of these 27. Sampling distributions are distributions formed by ________ a) Population values c) Parameters b) Sample values d) None of these 28. Sampling distribution of mean values is distribution formed by ______ a) b) c) d) Population mean values Sample correlation values Sample mean values Population correlation values 29. Which of the following statements is true about sampling distributions? a) b) c) d) Distributions formed by sample values Formed from a population distribution known or assumed. A number of sampling distributions is possible from a population All of the above. 30. Which of the following is standard error? a) b) c) d) Mean of sampling distribution Standard deviation of population distribution Mean of population distribution Standard deviation of sample distribution. 31. Which one of the following indicates standard error of sampling distribution of mean? a) N b) N c) 2N d) 2 N 32. Which of the following are true about standard error? a) b) c) d) Gives an idea about unreliability of the sample Gives an idea about confidence limits of parameter values Both (a) and (b) None of these 33. Which of the following is a statistically large sample? a) 29 b) 45 Psychological Statistics c) 16 d) None of these Page 4 School of Distance Education 34. The term statistical significance refers to ________ a) b) c) d) How important the data are for research on the topic The conclusion that there are no reasonable alternative explanation The representativeness of the sample The inference that the observed effects are unlikely to be due to chance. 35. If we take level of significance as 0.01 then the confidence limit will be a) 1% b) 0% c) 99% d) 100% 36. Critical ratio for large independent sample is given by the formula a) z = Mean Standard Deviation b) z = Difference between Means Standard Error c) z = Difference between Means SE of the difference d) None of these 37. Z = 2.03 while testing H0: 1 = 2 against H1 : 1 2. Then which of the following is true? a) H0 is rejected at 0.05 level b) H0 is accepted at 0.05 level c) Both (a) and (b) d) None of these 38. Following data is related to emotional intelligence of two groups A and B. Mean SD N Group A 75 15 150 Group B 70 20 250 Then the critical ratio is given by a) 2.53 b) 1.98 c) 2.84 d) None of these 39. The critical ratio is found to be 2.63 while testing H0: 1=2 against H1: 1 2. Then which of the following statements is true? a) H0 is accepted at 0.05 level b) H0 is rejected at 0.05 level c) H0 is accepted at 0.01 level d) H0 is rejected at 0.01 level 40. While dealing with small samples, preference is given to a) estimating the population value c) both (a) and (b) b) testing a given hypothesis d) none of these 41. The critical region is the region of a) b) c) d) rejection of H0 when H0 is false acceptance of H0 when H0 is false rejection of H0 when H0 is true None of these 42. ‘Student’ was the pen name of a) Ramanujan Psychological Statistics b) Gosset c) Garrette d) None of these Page 5 School of Distance Education 43. Under which of the following circumstances ‘t’ distribution is used? a) Sample size less than or equal to 30 b) Population standard deviation is unknown c) Both (a) and (b) d) None of these 44. Formula for calculating ‘t’ statistic to test the significance of mean is given by a) Xμ S b) X μ n S c) Xμ n2 S Xμ n S c) 45. In the formula for calculating ‘t’ statistic, the letter ‘S’ stands for ------ X X a) X X 2 2 b) n n X X 2 c) X X 2 d) n -1 n -1 46. Which of the following are the properties of ‘t’ distribution? a) ranges from minus infinity to plus infinity b) ‘t’ distribution does not vary with ‘n’ c) Both (a) and (b) d) None of these 47. Which of the following is true about ‘t’ distribution? a) Symmetrical b) Negatively skewed b) Positively skewed c) None of these 48. As sample size increases the ‘t’ distribution approaches a a) Binomial distribution b) Gamma distribution c) Poisson distribution d) Normal distribution 49. The degrees of freedom for which the tabled ‘t’ value is found for test of significance of mean is given by a) n b) n – 2 c) n – 1 d) None of these 50. If the calculated ‘t’ value is less than t 0.05 (tabled value of t) then which of the following conclusions can be made about the hypothesis H0: X μ , where is population mean. a) H0 is accepted at 0.01 level b) H0 is rejected at 0.05 level b) H0 is accepted at 0.05 level c) None of these 51. To test whether two means (Small independent samples) differ significantly, ‘t’ can be calculated using the formula -----a) X 1 c) X 1 X1 X 2 X1 X 2 X 2 n1 n 2 2 2 2 X1 X 2 X1 X 2 X 2 n1 n 2 2 Psychological Statistics 2 2 b) X 1 n1n 2 n1 n 2 X1 X 2 X1 X 2 X 2 n1 n 2 2 2 n1n 2 n1 n 2 d) None of these Page 6 School of Distance Education 52. The degrees of freedom for testing significance of difference between two means for small independent samples is a) n1 + n2 b) n1 + n2 -1 c) n1 + n2 – 2 d) None of these 53. If the samples are dependent, the difference between mean can be tested using the formula. a) t = d N s b) t = d n s c) d 2 n s d) d n s 54. Which of the following is the ‘t’ value for the following data (small independent samples) X1 = 12, X 2 =11, n1 =5, n2=7, s1 = 1.12, s2 = 2.31 a) 8.9 b) 0.35 c) 0.89 d) 0.79 55. To test the significance of correlation coefficient, which of the following formula is used? r a) t = c) 1 r2 r 1 r2 n2 b) d) n r n 2 1 r2 r n 1 r2 56. Degrees of freedom for testing the significance of correlation coefficient is calculated using the formula -----a) n1 + n2 b) n-1 c) n -3 d) n-2 57. Normal distribution was originally investigated by ------a) Gauss b) Laplace c) DeMoivre d) None of these 58. Normal distribution was defined specially by ------a) Laplace b) Gauss c) DeMoivre d) None of these 59. Which of the following is significance of normal distribution in statistical analysis? a) Many of the dependent variables are commonly assumed to be normally distributed b) Many of the statistical techniques in inferential statistics assumes normality of variable. c) The theoretical distribution of the hypothetical set of sample means is approximately normal. d) All of the above 60. Which of the following is incorrect about normal distribution? a) It is symmetrical with respect to the ordinate at mean. b) Mean, Median and Mode coincide c) Ordinate is minimum at the mean d) None of these Psychological Statistics Page 7 School of Distance Education 61. A normal curve shows 1. a distribution of mentally normal persons 2. population distributed equally in various parts 3. greater percentage of cases distributed about the mean score 4. lesser percentage of cases belonging to extreme scores a) Only 1 and 2 are true b) Only 3 and 4 are true c) all are true d) all are false 62. A mesokurtic distribution curve is a a) normal probability curve b) bell shaped curve c) both (a) and (b) d) None of these 63. A leptokurtic distribution shows a) A bell shaped curve b) Skewness c) Steep rise in the middle d) Upto some extent it shows all of these 64. Mathematically a normal distribution is defined as ----1 e a) y = σ 2π x μ 2 1 c) y = e σ 2π x μ 2 2 2σ 1 e 2π b) y = x μ 2 1 e d) y = σ 2π 2σ x μ 2 2σ 2 65. The area under the normal curve between the ordinates x = - and x = + is a) 68.26% b) 95.44% c) 34.13% d) None of these 66. The area under the normal curve between the ordinates x = - 2 and x = +2 is a) 68.26% b) 95.44% c) 99% d) None of these 67. The area under the normal curve between the ordinates x = - 3 and x = +3 is a) 68.26% b) 95.44% c) 99.73% d) 90% 68. The normal curve is symmetric with respect to -----a) x = b) x = c) x = 1 σ d) None of these 69. Exact confidence limit when the population is normal, for mean is ------a) 95% confidence limit = x +1.96 σ n b) 99% confidence limit = = x +2.58 c) a and b both d) None of these Psychological Statistics σ n Page 8 School of Distance Education 70. Which of the following statement is true about normal curve? a) The curve extends from - to + b) Good model for many naturally occurring distributions. c) Fifty percent of the scores are below the mean and fifty percent above it. d) All of the above 71. Which of the following is application of normal curve? a) Used to convert a raw score into standard score b) Useful in calculating percentile rank of scores c) For normalizing a given frequency distribution d) All of the above 72. The term skewness refers to ------a) bulginess b) lack of symmetry 73. Measure of skewness gives ------- c) symmetrical d) normal a) Direction of skewness b) Extent of skewness c) Both (a) and (b) d) None of these 74. Which of the following is true about skewed distribution? a) It is symmetrical b) Mean, median and mode coincide c) Similar to normal distribution d) The more mean moves away from mode, larger skewness 75. Which of the following statements is true about skewed distribution? a) Either positively skewed or negatively skewed. b) In positively skewed distribution mean is maximum and mode is minimum. c) In negatively skewed distribution mode is maximum and mean is minimum. d) All of the above 76. Which of the following statements is false? a) In a positively skewed distribution there is excess tail on right hand side b) In a negatively skewed distribution tail more extended in the left hand side. c) In a skewed distribution median lies between mean and mode. d) None of these 77. Which of the following is a measure of skewness? a) Mean Mode Standard deviation b) Q 3 Q1 2Q 2 Q 3 Q1 c) Both (a) and (b) d) None of these 78. Which of the following statements is true about measures of skewness? a) b) c) d) No limit for value in Karl Pearson’s method Value ranges from -1 to +1 in Bowley’s method Value of zero indicates the curve is symmetrical All of the above Psychological Statistics Page 9 School of Distance Education 79. Which of the following statements is true about platykurtic curve as compared to normal curve? a) Flatter b) broader central position c) Lower tails d) All of the above 80. Which of the following is a measure of kurtosis? a) Quartile Deviation P90 P10 b) P75 P25 4 c) Standard Deviation P90 P10 d) P75 P25 6 81. A distribution is leptokurtic if the calculated value of kurtosis in terms of percentile is -----a) Equal to 0.263 b) Less than 0.263 c) Greater than 0.263 d) None of these 82. A distribution is platykurtic if the calculated value of kurtosis in terms of percentile is -----a) equal to zero b) less than 0.263 c) greater than 0.263 d) equal to 0.156 83. ANOVA test is based on -----a) Variance ratio b) Probability ratio c) random sample d) None of these 84. ANOVA is used when ------a) There are more than two groups b) There is only two groups to be compared. c) Significant difference between two means is to be found d) None of these 85. Which of the following test is used in ANOVA a) t-test b) z-test c) F-test d) None of these 86. In ANOVA, F-value is calculated using which of the following formula? a) Variance within groups Variance between groups b) Variance between groups Variance within groups c) Both (a) and (b) d) None of these 87. The assumption basic to Analysis of Variance is a) Population distribution of the dependent variable follow normality b) Subgroups under study have same variability c) Groups drawn on certain criteria, randomly selected from the sub population. d) All of the above 88. Which of the following is the correct sequence of steps for one way ANOVA? 1) Total sum of squares 2) Correction 3) Within sum of squares 4) Between sum of squares a) 1, 2, 3, 4 b) 3, 2, 4, 1 c) 4, 3, 2, 1 d) 2, 1, 4, 3 89. The mean sum of squares (MS) is a) The sum of squares multiplied by its degrees of freedom b) The sum of squares divided by its degrees of freedom c) The sum of squares minus its degrees of freedom d) The sum of squares plus its degrees of freedom Psychological Statistics Page 10 School of Distance Education 90. The F value for one-way ANOVA is given by the formula a) SSb SSw SSb df b b) SS w df w SSw df c) w SS b df b d) SSw SSb 91. In ANOVA independent variables are called a) Categories b) Levels c) Factors d) None of these 92. In ANOVA different categories of an independent variable are called. a) factors b) levels c) groups d) blocks 93. If there are more than one independent variables we use a) One Way ANOVA b) ANOVA for factorial design c) Both (a) and (b) d) None of these 94. In one way ANOVA how many F values are calculated a) 2 b) 3 c) 1 d) 5 95. If there are two independent variables then how many effects are found in ANOVA? a) 1 b) 2 c) 3 d) 4 96. Which of the following statements are true about Two-way ANOVA with 2 x 3 design. a) There are two independent variables b) The first independent variable has two levels c) The second independent variable has 3 levels d) All of the above 97. For testing the significance of difference between means, ANOVA analyses -----a) Means b) Standard deviations c) Correlations Coefficients d) Variances 98. In one way ANOVA, if the calculated F value is greater than the tabled value of F, then a) b) c) d) Mean difference between all pairs of groups will be significant Mean difference is not significant Mean difference between more than two groups in the set will be significant Mean difference between atleast two groups in the set will be significant 99. Which of the following is true about ANOVA? a) b) c) d) It is a non parametric test Homogeneity of variance is not a basic assumption It is a parametric test Assumption of normality is not necessary 100. The calculated value of kurtosis in terms of percentile for a given data is found to be 0.321, then the distribution is a) Mesokurtic Psychological Statistics b) Leptokurtic c) Platykurtic d) None of these Page 11 School of Distance Education ANSWER KEY 1. B 21. A 41. C 61. B 81. B 2. C 22. C 42. B 62. C 82. C 3. B 23. C 43. C 63. C 83. A 4. C 24. C 44. D 64. D 84. A 5. A 25. B 45. C 65. A 85. C 6. D 26. A 46. A 66. B 86. B 7. D 27. B 47. A 67. C 87. D 8. B 28. C 48. D 68. B 88. D 9. C 29. D 49. C 69. C 89. B 10. A 30. D 50. B 70. D 90. B 11. D 31. B 51. C 71. D 91. C 12. B 32. C 52. C 72. B 92. B 13. B 33. B 53. A 73. C 93. B 14. B 34. D 54. C 74. D 94. C 15. A 35. C 55. A 75. D 95. C 16. C 36. C 56. D 76. D 96. D 17. B 37. A 57. C 77. C 97. D 18. C 38. C 58. A 78. D 98. D 19. D 39. D 59. D 79. D 99. C 20. A 40. B 60. C 80. A 100. C © Reserved Psychological Statistics Page 12