The first three options I see are all making-decision process to take action, but the last one is the one that is not like that. Researching is something that is not so close in meaning to what you need. That is why, D is a good option.
Answer:
they were an inexpensive means of escaping the reality of economic hardship
Animals can offer people welcome friendship