Problem

The variable rdintens is expenditures on research and development (R&D) as a percentag...

The variable rdintens is expenditures on research and development (R&D) as a percentage of sales. Sales are measured in millions of dollars. The variable profmarg is profits as a percentage of sales.

Using the data in RDCHEM.RAW for 32 firms in the chemical industry, the following equation is estimated:

(i) Interpret the coefficient on log(sales). In particular, if sales increases by 10%, what is the estimated percentage point change in rdintens? Is this an economically large effect?

(ii) Test the hypothesis that R&D intensity does not change with sales against the alternative that it does increase with sales. Do the test at the 5% and 10% levels.

(iii) Interpret the coefficient on profmarg. Is it economically large?

(iv) Does profmarg have a statistically significant effect on rdintens?

Step-by-Step Solution

Solution 1

(i)

The estimated equation is as follows:

If sales increases by 10%, then expenditure on research and development would increase by (0.321 X 10 / 100) = 0.03 units.

Thus, this is not an economically large effect.

(ii)

Since this is a one-tailed test, the hypothesis is stated below:

The calculation of t-statistic is as follows:

Thus, calculated value is 1.486

The critical value of one test t-statistic at 5% level of significance at 29 degrees of freedom is 1.699

Since the critical value is more than the calculated value, do not reject the null hypothesis. It means that the R&D intensity does not change with sales at 5% level of significance.

But the critical value of one test t-statistic at 10% level of significance at 29 degrees of freedom is 1.311

Since the critical value is less than the calculated value, reject the null hypothesis. It means that the R&D intensity increase with sales at 10% level of significance.

(iii)

The coefficient of profits as a percentage of sales shows the effect of increase in profits as a percentage of sales on the R&D.

It means a unit change in profmarg will lead to 0.05 unit change in R&D

In other words, 1% increases in profmarg leads to 0.05% increase in R&D

Thus, it is not economically large.

(iv)

To know whether profmarg has significant effect on rdintens or not perform the t-test and evaluate the result at 5% and 10% level of significance.

The hypothesis is stated below:

The calculation of t-statistic is as follows:

Thus, calculated value is 1.087

The critical value of one tail test t-statistic at 5% and 10% level of significance at 29 degrees of freedom is 1.699 and 1.311 respectively.

Since the calculated value is smaller than both 5% and 10% significance level, therefore we do not reject the null hypothesis.

It means that profmarg has no significant effect on rdintens at 5% and 10% level of significance.

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