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When Testing for a Difference Between the Means of a Treatment

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When testing for a difference between the means of a treatment group and a placebo group, the computer display below is obtained. Using a 0.01 significance level, is there sufficient evidence to support the claim that the treatment group (variable 1) comes from a population with a mean that is greater than the mean for the placebo population? Explain.
 t-Test: Two Sample for Means 1 Variable 1  Variable 2 2 Mean 171.6392168.77183 Known Variance 47.5167241.082934 Observations 50505 Hypothesized Mean Difference 06t2.1540577 P(T>=t) one-tail 0.01588 TCritical one-tail 1.6448539 P(T?=t) two-tail 0.031610t Critical two-tail 1.959961\begin{array} { | l | l | l | l | } \hline & \text { t-Test: Two Sample for Means } & & \\\hline 1 & & \text { Variable 1 } & \text { Variable 2 } \\\hline 2 & \text { Mean } & 171.6392 & 168.7718 \\\hline 3 & \text { Known Variance } & 47.51672 & 41.08293 \\\hline 4 & \text { Observations } & 50 & 50 \\\hline 5 & \text { Hypothesized Mean Difference } & 0 & \\\hline 6 & t & 2.154057 & \\\hline 7 & \text { P(T>=t) one-tail } & 0.0158 & \\\hline 8 & \text { TCritical one-tail } & 1.644853 & \\\hline 9 & \text { P(T?=t) two-tail } & 0.0316 & \\\hline 10 & t \text { Critical two-tail } & 1.959961 & \\\hline\end{array}


Definitions:

Concentration Ratio

A statistical measure that indicates the extent of competition in a market, calculated as the market share of the largest firms.

Economic Profits

The excess of total revenues over total costs, including both explicit and implicit costs, representing the profit beyond the normal return on investment.

Herfindahl Index

An economic indicator used to assess industry concentration by adding up the squares of individual firms' market shares, highlighting monopoly power.

Market Power

The ability of a firm or group of firms to control prices or exclude competition in a particular market.

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