Table 13. Higher education R&D expenditures, by type of cost, highest degree granted, and institutional control: FYs 2013–14

(Dollars in thousands)

Type of cost 2013 2014
All institutions Highest degree granted Institutional control All institutions Highest degree granted Institutional control
Doctorate Nondoctorate Public Private Doctorate Nondoctorate Public Private
All R&D expenditures 67,014,807 66,221,282 793,525 44,851,358 22,163,449 67,154,642 65,990,604 1,164,038 44,657,466 22,497,176
Direct costs 51,094,292 50,407,730 686,562 35,011,684 16,082,608 51,523,380 50,509,372 1,014,008 35,003,850 16,519,530
Salaries, wages, and fringe benefits 28,805,853 28,466,238 339,615 20,237,015 8,568,838 29,091,868 28,737,163 354,705 20,436,313 8,655,555
Software purchases 105,279 102,570 2,709 82,694 22,585 93,352 91,359 1,993 71,273 22,079
Noncapitalized 93,189 90,648 2,541 74,066 19,123 81,053 79,598 1,455 61,876 19,177
Capitalized 12,090 11,922 168 8,628 3,462 12,299 11,761 538 9,397 2,902
Capitalized equipment 2,253,706 2,219,866 33,840 1,654,725 598,981 2,033,239 1,811,879 221,360 1,467,539 565,700
Passed through to subrecipients 5,698,852 5,657,729 41,123 3,617,698 2,081,154 5,715,966 5,671,907 44,059 3,566,961 2,149,005
Other direct costs 14,230,602 13,961,327 269,275 9,419,552 4,811,050 14,588,955 14,197,064 391,891 9,461,764 5,127,191
Indirect costs 15,920,515 15,813,552 106,963 9,839,674 6,080,841 15,631,262 15,481,232 150,030 9,653,616 5,977,646
Recovered 11,222,650 11,148,010 74,640 6,541,186 4,681,464 10,876,993 10,803,254 73,739 6,342,121 4,534,872
Unrecovered 4,697,865 4,665,542 32,323 3,298,488 1,399,377 4,754,269 4,677,978 76,291 3,311,495 1,442,774