This, there are experiments that cost millions of dollars just to build and they can fail and need many other costly experiments. Beyond this, it is true that some researchers can find theoretical research using only "pen and pencil... and computers".
OñAnother example about the former case (in computer science) is where a researcher can quickly build a team of a hundred post doc students to help in specific topics.