Which of the following factors is NOT considered to have influenced the development of activity-based costing?

a. Increase in direct costs as a proportion of total product costs.

b. Increase in overhead costs as a proportion of total product costs.

c. Availability of sophisticated accounting software that provides accurate and detailed cost information on a timely basis.

d. Diversity of products with a mix of high and low volume products.