Question

In: Statistics and Probability

full (but brief) write-up that must include: introduction/context for the problem statement of hypotheses (in words...

full (but brief) write-up that must include:

  • introduction/context for the problem
  • statement of hypotheses (in words as well as symbols)
  • checking of assumptions for test (should include histogram, boxplot, interpretations, decision
  • calc'n of P-value with proper notation (with explanation)
  • decision for test (with context/explanation)
  • estimate, if needed.
Freshman IQ Senior IQ
98 108
104 111
126 136
74 81
86 88
92 95
98 103
110 118
118 120
97 100
83 88
124 138
133 138
101 114
112 114
96 98
89 97
95 104
87 97
93 102

Solutions

Expert Solution

Introduction / Context for the problem

We are given the Freshman I.Q and Senior I.Q. We have to test whether the two I.Q.'s diifer significantly as regards their effect or may be these both I.Q are of different age groups and we have to test whether they are having similar I.Q. or different.

Statement of hypothesis

Null Hypothesis (H0) :  There is no significant difference between the mean I.Q. of Freshman and Senior.

H0 =

Alternate Hypothesis (H1) : There is a significant difference between the mean I.Q. of Freshman and Senior.

H1 =

Assumption for Paired t-test

1) When sample sizes are equal.

2) The two samples are not independent but the sample observations are paired together.

we can clearly see from the boxplots that there are more outliers in the Freshman i.q as compared to the Senior I.Q. therefore the data is more skewed and distributed in case of former and can lead the errors in calculations whereas in case od latter the data is having no outliers so this is good data and can be used for further calculations and can give accurate result.

In case of histogram , the former is having mix type of data wheras in case of latter the I.Q. is dropping, so we can infer that as age increases I.Q. starts dropping due to various factors.

DECISION FOR TEST

level of significanvce is 5% (0.05)

p value is 5.124

t calculated is 7.5918

t tab is 2.1009

We can infer that as t calculated is greater than t tabulated, therefore we reject the null hypothesis and concludes that there is a significant difference between the mean I.Q. of Freshman and Senior.

now when we compare the p-value and level of significance we can infere the same results as above.

We were unable to transcribe this image

We were unable to transcribe this image

1 E F G HT L M N O P R S 1 Freshman I.Q. Senior I.Q 98 108 FRESHMAN I.Q. SENIOR I.Q. 104 126 110 118 97 124 133 96 104 97 102

FRESHMAN I.Q. SENIOR I.Q. [74,94] (94, 114] (114, 134] [81, 102] (102, 123] (123, 144]

1 t-Test: Paired Two Sample for Means 2 3 98 108 100.9473684 251.497076 19 0.975349007 107.4736842 282.4853801 19 4 Mean 5 Variance 6 Observations 7 Pearson Correlation 8 Hypothesized Mean Difference 9 df 10 t Stat 11 P(T<=t) one-tail 12 t Critical one-tail 13 P(T<=t) two-tail 14 t Critical two-tail 15 16 -7.591836735 2.56212E-07 1.734063607 5.12424E-07 2.10092204

The equation used is the test statistic for paired t-test


Related Solutions

Show all work for credit (Include original formulas, hypotheses, rejection criteria, decision, and statement in context)....
Show all work for credit (Include original formulas, hypotheses, rejection criteria, decision, and statement in context). A comparative study of four methods for treating hyperactivity in children was performed in 16 children.  After the treatment, hyperactivity was scored on a scale of 1 to 100 where 100 is high hyperactivity.  With 99% confidence is there a statistically significant difference among hyperactivity treatments? Treatments 1 2 3 4 42 71 41 65 35 78 44 54 40 54 27 43 39 63 39...
In your own words write an introduction and brief history or background about wireless LAN. Such...
In your own words write an introduction and brief history or background about wireless LAN. Such as definition, pros and cons , the importance of wireless LAN and etc...
Write an essay about causes and effects of corona virus that essay must include ( introduction...
Write an essay about causes and effects of corona virus that essay must include ( introduction paragraph and 3 causes paragraphs and 3 effects paragraphs and at the end conclusion paragraph ) ?
Your paper should include a title page and the following outline: Introduction A brief introduction of...
Your paper should include a title page and the following outline: Introduction A brief introduction of the background and concepts of social psychology Body (5 sentences) The theoretical influence of social psychology A brief discussion of social cognition, attitude and aggression, and social identity and group behavior The historical progression of social psychology Conclusion It should summarize what was discussed in the paper. You will develop your conclusion as your knowledge of the topics discussed in the following weeks expands....
Provide a brief introduction/background of the molecule Oseltamivir (Tamiflu) and include a brief description of what...
Provide a brief introduction/background of the molecule Oseltamivir (Tamiflu) and include a brief description of what the molecule is and how the molecule is used. Discuss how does the structure plays a role in its function and why is the shape of the molecule important to its function?
Write 150 words describing the background of webpage design and development. Give brief introduction how webpage...
Write 150 words describing the background of webpage design and development. Give brief introduction how webpage design and development started and from what date.
all hypothesis testing problems must include specification of the null and alternative hypotheses and must report...
all hypothesis testing problems must include specification of the null and alternative hypotheses and must report the p-value of the data Standards for automated filling of bulk coffee bean bags require that the mean fill amount should be 10 kg and the s.d. of fill amounts should be no more than 0.01 kg. A random sample of 30 bags was weighed and their weights are given 10.0072 10.0021 10.0105 10.0098 10.0162 9.9756 10.0196 10.0237 10.0432 10.0147 10.053 9.9728 10.0338 9.9446...
Write a brief essay about Coronavirus. Use introduction, body,[symptoms], [prevention], conclusion etc... Words 1400-1600.
Write a brief essay about Coronavirus. Use introduction, body,[symptoms], [prevention], conclusion etc... Words 1400-1600.
provide a detailed creative brief for Ford Motor Company. The creative brief must include message objective...
provide a detailed creative brief for Ford Motor Company. The creative brief must include message objective and message theme.
Write a full introduction of the product of adidas ultraboost 20. For example: history of this...
Write a full introduction of the product of adidas ultraboost 20. For example: history of this model, smthng about its design, its price and e.t.c.
ADVERTISEMENT
ADVERTISEMENT
ADVERTISEMENT