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?
(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.