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Two Tail Hypothesis - Scholarship Essay Example

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From the essay "Two Tail Hypothesis" it is clear that conclusions are drawn about the attribute of the population, the standard deviation or means based on sample data analysis. Another scenario is that testing process may be very destructive such that sampling becomes the only sufficient way…
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Two Tail Hypothesis
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Extract of sample "Two Tail Hypothesis"

Two Tail Hypothesis TEST 1Null hypothesis there is no significance difference between gender mean and intrinsic means (Ho): µ2-µ1=0Alternative hypothesis there is significance difference between gender mean and intrinsic mean (H1): µ2-µ1≠0Hypothesis Test: Independent Groups (t-test, pooled variance)GenderIntrinsic1.50 5.079 mean0.50 0.755 std. dev.6666n130 df-3.5788 difference (Gender - Intrinsic)0.4121 pooled variance0.6419 pooled std. dev.0.1117 standard error of difference0.05hypothesized difference-32.47 t3.13E-64 p-value (two-tailed)Since α=0.

05 and confidence level is 95%; t- statistic=-32.47, critical value is ±1.96we reject null hypothesis because p-value 3.13-E64 which is less than 0.05 and adopt alternative hypothesis. The analysis can be used by the manager to study if there significance difference between gender and intrinsic job satisfaction in the company. This would enable the manager to make a plan on which gender to recruit and to plan for any training. TEST 2Null hypothesis: There is no magnitude differences between Position mean and intrinsic mean (Ho); µ2-µ1=0Alternative hypothesis: There is magnitude differences between position mean and extrinsic mean (H1); µ2-µ1≠0Hypothesis Test: Independent Groups (t-test, pooled variance)PositionExtrinsic1.29 5.386 mean0.46 0.416 std. dev.6666n130 df-4.

0985 difference (Position - Extrinsic)0.1905 pooled variance0.4365 pooled std. dev.0.0760 standard error of difference0.05hypothesized difference-54.60 t1.67E-91 p-value (two-tailed)The analysis can be used by the manager to study if there is significance difference between position and extrinsic job satisfaction in the company. This would enable the manager to make a plan on which strategy to use either Hourly Employee or Salaried Employee in respect of job satisfaction. Since α=0.05 and confidence level is 95%; t- statistic=-54.

60, critical value is ±1.96 we reject null hypothesis because p-value 1.67 E-91 is less than 0.05 and adopt alternative hypothesis. T-test is used when the sample are small; it can be used to test the difference in population mean, that is when the population is n≤30 and the standard deviation of the population is estimated from the standard deviation of the sample(Anderson, D. at el 2009).  Whereas z-test is used when the population mean is known together with standard deviation (Anderson, D.

at el 2009). Actually, it is because researchers do not have enough time to study the whole population. To study the entire population would be tedious and time consuming; therefore, representative sample from the population is appropriate in the data collection. In statistical inferences conclusions are drawn about attribute of population, e.g. the standard deviation or mean based on sample data analysis. Supposing there was a need to calculate the average weight of the population of youths in America, it would be unreasonable except at massive cost to weigh up each individual and calculate the mean weight.

Another scenario is that testing process may be very destructive such that sampling becomes the only sufficient way. Thus, sampling is quicker, cheap and the only appropriate method of getting information about the population. In sampling the population has equal chances of probability to be chosen.ReferenceAnderson, D. R., Sweeney, D. J., Williams, T. A., & Anderson, D. R. (2009). Modern business statistics with Microsoft Office Excel. Mason, OH: South-Western Cengage Learning.

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