Separator.

The Survey of Federal Funds for Research and Development is an annual census of federal agencies that conduct R&D programs and the primary source of information about U.S. federal funding for R&D.

Survey Info

Summary

The Survey of Federal Funds for Research and Development (R&D) is the primary source of information about federal funding for R&D in the United States. The survey is an annual census completed by the federal agencies that conduct R&D programs. Actual data are collected for the fiscal year just completed; estimates are obtained for the current fiscal year.

Areas of Interest

Survey Administration

Synectics for Management Decisions, Inc. (Synectics) performed the data collection for volume 71 (FYs 2021–22) under contract to the National Center for Science and Engineering Statistics.

Survey Details

Status Active
Frequency Annual
Reference Period FYs 2021–22
Next Release Date March 2024

Methodology

Survey Description

Survey Overview (FYs 2021–22 survey cycle; volume 71)

Purpose

The annual Survey of Federal Funds for Research and Development (R&D) is the primary source of information about federal funding for R&D in the United States. The results of the survey are also used in the federal government’s calculation of U.S. gross domestic product (GDP) at the national and state level, for policy analysis, and for budget purposes for the Federal Laboratory Consortium for Technology Transfer, Small Business Innovation Research, and the Small Business Technology Transfer. The survey is sponsored by the National Center for Science and Engineering Statistics (NCSES) within the National Science Foundation (NSF).

Data collection authority

The information is solicited under the authority of the National Science Foundation Act of 1950, as amended, and the America COMPETES Reauthorization Act of 2010.

Major changes to recent survey cycle

The survey was revised for volume 71. Many of the survey questions were reorganized and revised. The field of R&D (formerly “field of science and engineering”) has been revised, a list of the 41 fields of R&D reported on can be found on the survey questionnaire. In the data tables, the fields are grouped into 9 major areas: computer and information sciences; geosciences, atmospheric sciences, and ocean sciences; life sciences; mathematics and statistics; physical sciences; psychology; social sciences; engineering; and other fields. Table A-3 provides a crosswalk of the fields of science and engineering used in volume 70 and earlier surveys to the revised fields of R&D collected in volume 71. The performer categories were revised for consistency with other NSF surveys, such as changes to the naming conventions; for example, industry is now called businesses. The Survey of Federal Science and Engineering Support to Universities, Colleges, and Nonprofit Institutions was integrated into this survey as a module. In addition, new questions were added that include details on R&D obligations for grants and contracts, interagency governmental transfers to other agencies for R&D, and obligations to University Affiliated Research Centers.

Key Survey Information

Frequency

Annual.

Initial survey year

1951.

Reference period

FYs 2021–22.

Response unit

Federal agencies.

Sample or census

Census.

Population size

The population consists of the 33 federal agencies that conduct R&D programs, excluding the Central Intelligence Agency (CIA).

Sample size

Not applicable; the survey is a census of all federal agencies that conduct R&D programs, excluding the CIA.

Key variables

Key variables of interest are listed below.

The survey provides data on federal obligations by the following key variables:

  • Federal agency
  • Federally funded research and development centers (FFRDCs)
  • Field of R&D (formerly field of science and engineering)
  • Geographic location (within the United States and by foreign country or economy)
  • Performer (type of organization doing the work)
  • R&D plant (facilities and major equipment)
  • Type of R&D (research, development, test, and evaluation [RDT&E] for Department of Defense [DOD] agencies)
    • Basic research
    • Applied research
    • Development, also known as experimental development
  • University-affiliated research centers

The survey provides data on federal outlays by the following key variables:

  • R&D (RDT&E for DOD agencies)
  • R&D plant

Note that the variables “R&D,” “type of R&D,” and “R&D plant” in this survey use definitions comparable to those used by the Office of Management and Circular A-11, Section 84 (Schedule C).

Survey Design

Target population

The population consists of the federal agencies that conduct R&D programs, excluding the CIA. For the FYs 2021–22 cycle, a total of 33 federal agencies (14 federal departments and 19 independent agencies) reported R&D data.

Sampling frame

The survey is a census of all federal agencies that conduct R&D programs, excluding the CIA. The agencies are identified from information in the president’s budget submitted to Congress. The Analytical Perspectives volume and the “Detailed Budget Estimates by Agency” section of the appendix to the president’s budget identify agencies that receive funding for R&D.

Sample design

Not applicable.

Data Collection and Processing

Data collection

Synectics for Management Decisions, Inc. (Synectics) performed the data collection for volume 71 (FYs 2021–22) under contract to NCSES. Agencies were initially contacted by e-mail to verify the contact information of each agency-level survey respondent. A Web-based data collection system is used for the survey. Multiple subdivisions of some federal departments were permitted to submit information to create a complete accounting of the departments’ R&D funding activities.

Data collection for Federal Funds for R&D began in May 2022 and continued through December 2022.

Data processing

A Web-based data collection system is used to collect and manage data for the survey. This Web-based system was designed to help improve survey reporting and reduce data collection and processing costs by offering respondents direct online reporting and editing.

All data collection efforts, data imports, and trend checking are accomplished using the Web-based data collection system. The Web-based data collection system has a component that allows survey respondents to enter their data online; it also has a component that allows the contractor to monitor support requests, data entry, and data issues.

Estimation techniques

Published totals are created by summing respondent data, there are no survey weights or other adjustments.

Survey Quality Measures

Sampling error

Not applicable.

Coverage error

Given the existence of a complete list of all eligible agencies, there is no known coverage error. The CIA is purposely excluded.

Nonresponse error

There is no unit nonresponse. To increase item response, agencies are encouraged to estimate when actual data are unavailable. The survey instrument allows respondents to enter data or skip data fields. There are several possible sources of nonresponse error by respondents, including inadvertently skipping data fields or skipping data fields when data are unavailable.

Measurement error

Some measurement problems are known to exist in the Federal Funds of R&D data. Some agencies cannot report the full costs of R&D, the final performer of R&D, or R&D plant data.

For example, the DOD does not include headquarters costs of planning and administering R&D programs, which are estimated at a fraction of 1% of its total cost. DOD has stated that identification of amounts at this level is impracticable.

The National Institutes of Health (NIH) in the Department of Health and Human Services currently has many of its awards in its financial system without any field of R&D code. Therefore, NIH uses an alternate source to estimate its research dollars by field of R&D. NIH uses scientific class codes (based upon history of grant, content of the title, and the name of the awarding institute or center) as an approximation for field of R&D.

The National Aeronautics and Space Administration (NASA) does not include any field of R&D codes in its financial database. Consequently, NASA must estimate what percentage of the agency’s research dollars are allocated into the fields of R&D.

Also, agencies are required to report the ultimate performer of R&D. However, through past workshops, NCSES has learned that some agencies do not always track their R&D dollars to the ultimate performer of R&D. This leads to some degree of misclassification of performers of R&D, but NCSES has not determined the extent of the errors in performer misclassification by the reporting agencies.

As of volume 71, all respondents are required to report R&D obligations by state and performer. Previously, this information was reported by 11 agencies (i.e., the Departments of Agriculture, Commerce, Defense, Energy, Health and Human Services, Homeland Security, the Interior, and Transportation; the Environmental Protection Agency; NASA; and NSF). Obligations of these 11 agencies represent the majority of total federal R&D obligations (98% for FYs 2008–20). There is some underreporting by state, which may affect states unevenly. For example, geographic distribution of DOD development funding to businesses (formerly industry) reflects the location of prime contractors and not the numerous subcontractors who perform much of the R&D. DOD development funding to businesses represented 32.0% of total federal obligations for development in FY 2021 ($33.3 billion of $103.9 billion).

R&D plant data are underreported to some extent because of the difficulty some agencies, particularly DOD and NASA, encounter in identifying and reporting these data. DOD’s respondents report obligations for R&D plant funded under the agency’s appropriation for construction, but they are able to identify only a small portion of the R&D plant support that is within R&D contracts funded from DOD’s appropriation for RDT&E. Similarly, NASA respondents cannot separately identify the portions of industrial R&D contracts that apply to R&D plant because these data are subsumed in the R&D data covering industrial performance. NASA R&D plant data for other performing sectors are reported separately.

Data Availability and Comparability

Data availability

Annual data are available for FYs 1951–2022.

Data comparability

Until the release of volume 71 (FYs 2021–22) the information included in this survey had been unchanged since FY 1973, when federal obligations for research to universities and colleges by agency and detailed field of science and engineering were added to the survey. Other variables (such as type of R&D and type of performer) are available from the early 1950s on. The volume 71 survey revisions maintained the four main R&D crosscuts (i.e., type of R&D, field of R&D [previously referred to as field of science and engineering], type of performer, and geographic area) collected previously. However, there were revisions within these crosscuts to ensure consistency with other NCSES surveys. These include revisions to the fields of R&D and the type of performer categories (see Technical Notes, Table A-3 for a crosswalk of the fields of science and engineering to the fields of R&D). In addition, new variables were added, such as field of R&D for experimental development (whereas before, the survey participants had only reported fields of R&D [formerly fields of science] for basic research and applied research). Grants and contracts for extramural R&D performers and obligations to University Affiliated Research Centers were also added in Vol. 71.

Every time new data are released, there may be changes to past years’ data because agencies sometimes update older information or reclassify responses for prior years as additional budget data become available. For trend comparisons, use the historical data from only the most recent publication, which incorporates changes agencies have made in prior year data to reflect program reclassifications or other corrections. Do not use data published earlier.

Data Products

Publications

NCSES publishes data from this survey annually in tables and analytic reports available at Federal Funds for R&D Survey page and in the Science and Engineering State Profiles.

Electronic access

Access to the data for major data elements are available in NCSES’s interactive data tool at https://ncsesdata.nsf.gov/.

Survey Overview

Purpose. The annual Survey of Federal Funds for Research and Development (Federal Funds for R&D) is the primary source of information about federal funding for R&D in the United States. The results of the survey are also used in the federal government’s calculation of U.S. gross domestic product (GDP) at the national and state level, for policy analysis, and for budget purposes for the Federal Laboratory Consortium for Technology Transfer, the Small Business Innovation Research (SBIR), and the Small Business Technology Transfer (STTR). In addition, as of volume 71, the Survey of Federal Science and Engineering Support to Universities, Colleges, and Nonprofit Institutions was integrated into this survey as a module, making the Federal Funds for R&D Survey the comprehensive data source on federal science and engineering (S&E) funding to individual academic and nonprofit institutions.

Data collection authority. The information is solicited under the authority of the National Science Foundation Act of 1950, as amended, and the America COMPETES Reauthorization Act of 2010.

Survey contractor. Synectics for Management Decisions, Inc. (Synectics).

Survey sponsor. The National Center for Science and Engineering Statistics (NCSES) within the National Science Foundation (NSF).

Key Survey Information

Frequency. Annual.

Initial survey year. 1951.

Reference period. FYs 2021–22.

Response unit. Federal agencies.

Sample or census. Census.

Population size. For the FYs 2021–22 cycle, a total of 33 federal agencies reported R&D data. (See section “Survey Design” for details.)

Sample size. Not applicable; the survey is a census of all federal agencies that conduct R&D programs, excluding the Central Intelligence Agency (CIA).

Survey Design

Target population. The population consists of the federal agencies that conduct R&D programs, excluding the CIA. For the FYs 2021–22 cycle, a total of 33 federal agencies (14 federal departments and 19 independent agencies) reported R&D data.

Sampling frame. The survey is a census of all federal agencies that conduct R&D programs, excluding the CIA. The agencies are identified from information in the president’s budget submitted to Congress. The Analytical Perspectives volume and the “Detailed Budget Estimates by Agency” section of the appendix to the president’s budget identify agencies that receive funding for R&D.

Sample design. Not applicable.

Data Collection and Processing Methods

Data collection. Data for FYs 2021–22 (volume 71) were collected by Synectics under contract to NCSES. Data collection began with an e-mail to each agency to verify the name, phone number, and e-mail address of each agency-level survey respondent. A Web-based data collection system is used for the survey. That system was redesigned for the volume 71 survey (for a full list of fiscal years canvassed by survey volume reference see Table A-4); however, due to delays in fully implementing the redesigned website, respondents were originally supplied with spreadsheets, which they could use to collect and compile their data internally. Respondents could then either submit the spreadsheets for entry into the website when it became available or enter data themselves. Because multiple subdivisions of some federal departments completed the survey, there were 74 agency-level respondents: 6 federal departments, 49 agencies within another 8 federal departments, and 19 independent agencies. (Note: The Department of Agriculture’s Foreign Agricultural Services and Rural Business-Cooperative Service, the Department of Treasury’s Internal Revenue Service [IRS], the Federal Communications Commission, and the National Archives and Records Administration reported no R&D funds for volume 71. The Department of Commerce’s Maritime Administration also reported no R&D funds but did report S&E funds in the Federal S&E Support module.) However, lower offices could also be authorized to enter data: in Federal Funds for R&D nomenclature, agency-level offices could authorize program offices, program offices could authorize field offices, and field offices could authorize branch offices. When these suboffices are included, there were 730 total respondents: 74 agencies, 98 program offices, 173 field offices, and 385 branch offices.

The redesigned survey formalized the procedure established in volume 66 to collect information for 2 instead of 3 federal government fiscal years: the fiscal year just completed (FY 2021—i.e., 1 October 2020 through 30 September 2021) and the current fiscal year during the start of the survey collection period (i.e., FY 2022). FY 2021 data are completed transactions. FY 2022 data are estimates of congressional appropriation actions and apportionment and reprogramming decisions. After consultation with data users, it was determined that the budget year projections for obligations based on the president’s budget request to Congress were not as useful as the budget authority data presented in the budget request, so data are no longer requested for the president’s budget year.

Data collection began on 19 May 2022, and the requested due date for data submissions was 5 August 2022. Data collection was extended until all surveyed agencies provided complete and final survey data in December 2022. Data for six missing Department of Defense (DOD) field offices were known to be estimated in volume 71. DOD estimated data using the FY 2021 preliminary amounts from volume 70 carried forward into volume 71 as FY 2021 data and distributed across categories as needed based on volume 70 responses. The FY 2022 amounts for volume 71 were estimated based on the FYs 2021–22 trend for those offices from the RDT&E Programs (R-1) Department of Defense Budget Fiscal Year 2023.

Mode. Federal Funds for R&D uses a Web-based data collection system. The Web-based system consists of a data collection component that allows survey respondents to enter their data online and a monitoring component that allows the data collection contractor to monitor support requests, data entry, and data issues. The Web-based system’s two components are password protected so that only authorized respondents and staff can access them. However, some agencies submit their data in alternative formats such as Excel files, which are later imported into the Web-based system. All edit and trend checks are accomplished through the Web-based system. Final submission occurs through the Web-based system after all edit failures and trend checks have been resolved.

Response rate. The unit response rate is 100%.

Data checking. Data errors in Federal Funds for R&D are flagged automatically by the Web-based data collection system: respondents cannot submit their final data to NCSES until all required fields have been completed without errors. Usually, once data are submitted, each agency’s narrative statement, 2-year difference report, and $100 million difference report are reviewed. These reports could not be produced for volume 71 because of the differences between the volume 70 database and the database for the redesigned survey, but the agency totals were carefully checked. As always, respondents were contacted to resolve potential reporting errors that cannot be reconciled by the narratives. Explanations of questionable data are noted by the survey respondents for NCSES review.

Imputation. None.

Weighting. None.

Variance estimation. Not applicable.

Survey Quality Measures

Sampling error. Not applicable.

Coverage error. Given the existence of a complete list of all eligible agencies, there is no known coverage error. The CIA is purposely excluded.

Nonresponse error. There is no unit nonresponse. To increase item response, agencies are encouraged to estimate when actual data are unavailable. The survey instrument allows respondents to enter data or skip data fields. There are several possible sources of nonresponse error by respondents, including inadvertently skipping data fields or skipping data fields when data are unavailable.

Measurement error. Some measurement problems are known to exist in the Federal Funds of R&D data. Some agencies cannot report the full costs of R&D, the final performer of R&D, or R&D plant data.

For example, the DOD does not include headquarters’ costs of planning and administering R&D programs, which are estimated at a fraction of 1% of its total cost. DOD has stated that identification of amounts at this level is impracticable.

The National Institutes of Health (NIH) in the Department of Health and Human Services (HHS) currently has many of its awards in its financial system without any field of R&D code. Therefore, NIH uses an alternate source to estimate its research dollars by field of R&D. NIH uses scientific class codes (based upon history of grant, content of the title, and the name of the awarding institute or center) as an approximation for field of R&D.

The National Aeronautics and Space Administration (NASA) does not include any field of R&D codes in its financial database. Consequently, NASA must estimate what percentage of the agency’s research dollars are allocated into the fields of R&D.

Agencies are asked to report the ultimate performer of R&D. However, through past workshops, NCSES has learned that some agencies do not always track their R&D dollars to the ultimate performer of R&D. This leads to some degree of misclassification of performers of R&D, but NCSES has not determined the extent of the errors in performer misclassification by the reporting agencies.

Through volume 70, only 11 agencies were required to report R&D obligations by state and performer (the Departments of Agriculture, Commerce, Defense, Energy, Health and Human Services, Homeland Security, the Interior, and Transportation; the Environmental Protection Agency; NASA; and NSF). Obligations of these 11 agencies represented the majority of total federal R&D obligations (98% for FYs 2008–20), but there was some underreporting by state, which may have affected states unevenly. As of volume 71, all agencies are now required to report R&D obligations by state and performer.

In addition, geographic distribution of DOD development funding to businesses (formerly industry) reflects the location of prime contractors and not the numerous subcontractors who perform much of the R&D. DOD experimental development funding to businesses represented 32.0% of total federal obligations for experimental development in FY 2021 ($33.3 billion of $103.9 billion).

R&D plant data are underreported to some extent because of the difficulty some agencies, particularly DOD and NASA, encounter in identifying and reporting these data. DOD’s respondents report obligations for R&D plant that are funded under the agency’s appropriation for construction, but they are able to identify only a small portion of the R&D plant support that is within R&D contracts funded from DOD’s appropriation for research, development, testing, and evaluation (RDT&E). Similarly, NASA respondents cannot separately identify the portions of industrial R&D contracts that apply to R&D plant because these data are subsumed in the R&D data covering industrial performance. NASA R&D plant data for other performing sectors are reported separately.

Data Comparability (Changes)

Data revisions. When completing the current year’s survey, agencies naturally revise their estimates for the last year of the previous report—in this case, FY 2021. Sometimes, survey submissions also reflect reappraisals and revisions in classification of various aspects of agencies’ R&D programs; in those instances, NCSES requests that agencies provide revised prior year data to maintain consistency and comparability with the most recent R&D concepts.

For trend comparisons, use the historical data from only the most recent publication, which incorporates changes agencies have made in prior year data to reflect program reclassifications or other corrections. Do not use data published earlier.

Changes in survey coverage and population. This cycle (volume 71, FYs 2021–22), one department, the Department of Homeland Security, became the agency respondent instead of continuing to delegate that role to its bureaus; one agency was added as a respondent—the Department of Agriculture’s (USDA’s) Natural Resources Conservation Service, and one agency, the Department of Transportation’s Maritime Administration, resumed reporting.

Changes in questionnaire.

  • The survey was redesigned for volume 71 (FYs 2021–22). The Survey of Federal Science and Engineering Support to Universities, Colleges, and Nonprofit Institutions was integrated as the final two questions in the Federal Funds for R&D questionnaire. (NCSES will continue to publish these data separately at https://ncses.nsf.gov/surveys/federal-support-survey/.) Four other new questions were added to the standard and DOD versions of the questionnaire; the questions covered, for the fiscal year just completed (FY 2021), R&D deobligations (Standard/DOD Question 4), nonfederal R&D obligations by type of agreement (Standard Question 10/DOD Question 11), R&D obligations provided to other federal agencies (Standard Question 11/DOD Question 12), and R&D and R&D plant obligations to University Affiliated Research Centers (Standard Question 17/DOD Question 19). One new question added solely to the DOD questionnaire (DOD Question 6) was about obligations for Small Business Innovation Research and Small Business Technology Transfer for the fiscal year just completed and the current fiscal year at the time of collection (i.e., FYs 2021 and 2022). Many of the other survey questions were reorganized and revised.
  • For volume 71, some changes were made within the questions for consistency with other NCSES surveys. Among the performer categories, federally funded R&D centers (FFRDCs), which in previous volumes were included among the extramural performers, became one of the intramural performers. Other changes include retitling of certain performer categories, where “industry” was changed to “businesses” and “universities and colleges” was changed to “higher education.”
  • For volume 71, “field of R&D” was used instead of the former “field of science and engineering.” The survey started collecting field of R&D information for experimental development obligations; previously, field of R&D information was collected only for research obligations.
  • For volume 71, federal obligations for research performed at higher education institutions, by detailed field of R&D was asked of all agencies. Previously these data had only been collected from the Departments of Agriculture, Defense, Energy, HHS, and Homeland Security; NASA; and NSF. 
  • For volume 71, geographic distribution of R&D obligations was asked of all agencies. Previously, these data had only been collected from the Departments of Agriculture, Commerce, Defense, Energy, HHS, Homeland Security; NASA; and NSF. Agencies are asked to provide the principal location (state or outlying area) of the work performed by the primary contractor, grantee, or intramural organization, assign the obligations to the location of the headquarters of the U.S. primary contractor, grantee, or intramural organization, or, for DOD agencies list the funds as undistributed for classified funds.
  • For volume 71, collection of data on funding type (stimulus/non-stimulus) was limited to question 5 on type of R&D.
  • For volume 70 (FYs 2020–21), agencies were requested to report COVID-19 pandemic-related R&D from the agency’s initial appropriations, as well as from any stimulus funds received from the Coronavirus Aid, Relief, and Economic Security (CARES) Act, plus any other pandemic-related supplemental appropriations. Two tables in the questionnaire were modified to collect the stimulus and non-stimulus amounts separately (tables 1 and 2), and seven tables in the questionnaire (tables 6.1, 6.2, 7.1, 11.1, 11.2, 12.1, and 13.1) were added for respondents to specify stimulus and non-stimulus funding by various categories. The data on stimulus funding is reported in volume 70’s data table 132. The Biomedical Advanced Research and Development Authority accounted for 66% of all COVID-19 R&D in FY 2020; these obligations primarily include transfers to the other agencies to help facilitate execution of contractual awards under Operation Warp Speed.
  • For volume 70 (FYs 2020–21), the optional narrative tables that ask for comparisons of the R&D obligations reported in Federal Funds for R&D with corresponding amounts in the Federal S&E Support Survey (standard questionnaire only) were renumbered from Tables 6B and 6C to Tables 6A and 6B.
  • In volumes 68 (FYs 2018–19) and 69 (FYs 2019–20), table 6A, which collected information on federal intramural R&D obligations, was deactivated, and agencies were instructed not to complete it.
  • For volumes 66 (FYs 2016–17) and 67 (FYs 2017–18), table 6A (formerly table VI.A) was included, but it was modified so that it no longer collected laboratory names.
  • Starting with volume 66 (FYs 2016–17), the survey collects 2 federal government fiscal years—actual data for the fiscal year just completed and estimates for the current fiscal year. Previously, the survey also collected projected obligations for the next fiscal year based on the president’s budget request to Congress. For volume 66, data were collected for only 2 fiscal years due to the delayed FY 2018 budget formulation process. However, after consultation with data users, NCSES determined that the projections were not as useful as the budget authority data presented in the budget request.
  • In volume 66, the survey table numbering was changed from Roman numerals I–XI and, for selected agencies, the letters A–E, to Arabic numerals 1–16. The order of tables remained the same.
  • In the volume 66 DOD version of the questionnaire, the definition of major systems development was changed to represent DOD Budget Activities 4 through 6 instead of Budget Activities 4 through 7, and questions relating to funding for Operational Systems Development (Budget Activity 7) were added to the instrument. The survey’s narrative tables 6 and 11 were removed from the DOD version of the questionnaire.
  • For volume 65 (FYs 2015–17), the survey reintroduced table VI.A to collect information on federal intramural R&D obligations, including the names and addresses of all federal laboratories that received federal intramural R&D obligations. The table was included in both the standard and DOD questionnaires.
  • For volume 62 (FYs 2012–14), the survey added table VI.A to the standard questionnaire for that volume only to collect information on FY 2012 federal intramural R&D obligations, including the names and addresses of all federal laboratories that received federal intramural R&D obligations.
  • In volumes 59 (FYs 2009–11) and 60 (FYs 2010–12), questions relating to funding from the American Recovery and Reinvestment Act of 2009 (ARRA) were added to the data collection instruments. The survey collected separate outlays and obligations for ARRA and non-ARRA sources of funding, by performer and geography for FYs 2009 and 2010.
  • Starting with volume 59 (FYs 2009–11), federal funding data were requested in actual dollars (instead of rounded in thousands, as was done through volume 58).

Changes in reporting procedures or classification.

  • FY 2021. During the volume 71 cycle (FYs 2021–22), NCSES decided to remove “U.S.” from names like “U.S. Space Force” to conform with other surveys. For Federal Funds for R&D, this change will first appear in the detailed statistical tables.
  • FY 2020. For volume 70 (FYs 2020 and 2021), data include obligations from supplemental COVID-19 pandemic-related appropriations (e.g., CARES Act) plus any other pandemic-related supplemental appropriations.
  • FY 2020. The Department of Energy’s Naval Reactor Program reclassified some of its R&D obligations from industry-administered FFRDCs to the industry sector.
  • FY 2020. The Department of the Air Force (AF) and the Department of Energy’s Energy Efficiency and Renewable Energy (EERE) partially revised their FY 2019 data. AF revised its operational system development classified program numbers for businesses excluding FFRDCs, and EERE revised its outlay numbers.
  • FY 2019. For volume 69 (FYs 2019–20), FY 2020 preliminary data do not include obligations from supplemental COVID-19 pandemic-related appropriations (e.g., CARES Act).
  • FY 2019. The Biomedical Advanced Research and Development Authority began reporting. For volume 69 (FYs 2019–20), it could not submit any geographical data, so its data were reported as undistributed on the state tables.
  • FY 2019. The U.S. Agency for Global Media (formerly the Broadcasting Board of Governors), which did not report data between FY 2008 and FY 2018, resumed reporting.
  • FY 2018. The HHS Centers for Medicare and Medicaid (CMS) funding was reported by the CMS Office of Financial Management at an agency-wide level instead of by the CMS Center for Medicare and Medicaid Innovation (CMMI) and its R&D group, the Office of Research, Development, and Information (ORDI), which used to report at a component level.
  • FY 2018. The Department of State added the Global Health Programs R&D funding.
  • FY 2018. The Department of Veterans Affairs added funds for the Medical Services support to the existing R&D funding to fully report the total cost of intramural R&D. Although the Medical Services do not directly fund specific R&D activities, they host intramural research programs that were not previously reported.
  • FY 2018. DHS’s Countering Weapons of Mass Destruction (CWMD) Office was established on 7 December 2017. CWMD consolidated primarily the Domestic Nuclear Detection Office (DNDO) and a majority of the Office of Health Affairs, as well as other DHS elements. Prior to FY 2018, data reported for the CWMD would have been under the DNDO.
  • FY 2018. The Department of Energy (DOE) revised its FYs 2016 and 2017 data after discovering its Office of Fossil Energy reported “in thousands” instead of actual dollars for volumes 66 (FYs 2016–17) and 67 (FYs 2017–18).
  • FY 2018. USDA’s Economic Research Service (ERS) partially revised its FYs 2009 and 2010 data during the volume 61 (FYs 2011–13) cycle. NCSES discovered a discrepancy that was corrected during the volume 68 cycle, completing the revision.
  • FY 2018. DHS’s Transportation Security Administration, which did not report data between FY 2010 and FY 2017, resumed reporting for volume 68 (FYs 2018–19).
  • FY 2018. DHS’s U.S. Secret Service, which did not report data between FY 2009 and FY 2017, resumed reporting for volume 68 (FYs 2018–19).
  • FY 2018. NCSES discovered that in some past volumes, the obligations reported for basic research in certain foreign countries were greater than the corresponding obligations reported for R&D; the following data were corrected as a result: DOD and Chemical and Biological Defense FY 2003 data, defense agencies and activities FY 2003 and FY 2011 data, AF FY 2009 data, and Department of the Navy FY 2005, FY 2011, and FY 2013 data; DOE and Office of Science FY 2009 data; HHS and Centers for Disease Control and Prevention (CDC) FY 2008 and FY 2017 data; and NSF FY 2001 data. NCSES also discovered that some obligations reported for academic performers were greater than the corresponding obligations reported for total performers, and DOD and AF FY 2009 data, DOE and Fossil Energy FY 1999 data, and NASA FY 2008 data were corrected. Finally, NCSES discovered a problem with FY 2017 HHS CDC personnel costs data, which were then also corrected.
  • FY 2017. The Department of the Treasury’s IRS performed a detailed evaluation and assessment of its programs and determined that none of its functions can be defined as R&D activity as defined in Office of Management and Budget (OMB) Circular A-11. The review included discussions with program owners and relevant contractors who perform work on behalf of the IRS. The IRS also provided a negative response to the OMB data call on R&D under Circular A-11 for the same reference period (FYs 2017–18). Despite no longer having any R&D obligations, the IRS still sponsors an FFRDC, the Center for Enterprise Modernization.
  • FY 2017. NASA estimated that the revised OMB definition for "experimental development" reduced its reported R&D total by about $2.7 billion in FY 2017 and $2.9 billion in FY 2018 from what would have been reported under the previous definition prior to volume 66 (FYs 2016–17).
  • FY 2017. The Patient-Centered Outcomes Research Trust Fund (PCORTF) was established by Congress through the Patient Protection and Affordable Care Act of 2010, signed by the president on 23 March 2010. PCORTF began reporting for volume 67 (FYs 2017–18), but it also submitted data for FYs 2011–16.
  • FY 2017. The Tennessee Valley Authority, which did not report data between FY 1999 and FY 2016, resumed reporting for volume 67 (FYs 2017–18).
  • FY 2017. The U.S. Postal Service, which did not report data between FY 1999 and FY 2016, resumed reporting for volume 67 (FYs 2017–18) and submitted data for FYs 2015–16.
  • FY 2017. During the volume 67 (FYs 2017–18) data collection, DHS’s Science and Technology Directorate revised its FY 2016 data.
  • FY 2016. The Administrative Office of the U.S. Courts began reporting as of volume 66 (FYs 2016–17).
  • Beginning with FY 2016, the totals reported for development obligations and outlays represent a refinement to this category by more narrowly defining it to be “experimental development.” Most notably, totals for development do not include the DOD Budget Activity 7 (Operational System Development) obligations and outlays. Those funds, previously included in DOD’s development totals, support the development efforts to upgrade systems that have been fielded or have received approval for full rate production and anticipate production funding in the current or subsequent fiscal year. Therefore, the data are not directly comparable with totals reported in previous years.
  • Prior to the volume 66 launch, the definitions of basic research, applied research, experimental development, R&D, and R&D plant were revised to match the definitions used by OMB in the July 2016 version of Circular A-11, Section 84 (Schedule C).
  • FYs 2016–17. Before the volume 66 survey cycle, NSF updated the list of foreign performers in the Federal Funds Survey to match the list of countries and territories in the Department of State’s Bureau of Intelligence and Research fact sheet of Independent States in the World and fact sheet of Dependencies and Areas of Special Sovereignty. Country lists in volume 66 data tables and later may differ from those in previous reports.
  • FY 2015. The HHS Administration for Community Living (ACL) began reporting in FY 2015, replacing the Administration on Aging, which was transferred to ACL when ACL was established on 18 April 2012. Several programs that serve older adults and people with disabilities were transferred from other agencies to ACL, including a number of programs from the Department of Education due to the 2014 Workforce Innovation and Opportunities Act.
  • FY 2015. The Department of the Interior’s Bureau of Land Management and U.S. Fish and Wildlife Service, which did not report data between FY 1999 and FY 2014, resumed reporting.
  • In January 2014, all Research and Innovative Technology Administration programs were transferred into the Office of the Assistant Secretary for Research and Technology in the Office of the Secretary of Transportation.
  • FY 2014. DHS’s Domestic Nuclear Detection Office began reporting for FY 2014.
  • FY 2014. The Department of State data for FY 2014 were excluded due to their poor quality.
  • FY 2013. NASA revamped its reporting process so that the data for FY 2012 forward are not directly comparable with totals reported in previous years.
  • FY 2012. NASA began reporting International Space Station (ISS) obligations as research rather than R&D plant.
  • Starting with volume 62 (FYs 2012–14), an “undistributed” category was added to the geographic location tables for DOD obligations for which the location of performance is not reported. It includes DOD obligations for industry R&D that were included in individual state totals prior to FY 2012 and DOD obligations for other performers that were not reported prior to FY 2011. This change was applied retroactively to FY 2011 data.
  • Starting with volume 61 (FYs 2011–13), DOD subagencies other than the Defense Advanced Research Projects Agency were reported as an aggregate total under other defense agencies to enable complete reporting of DOD R&D (both unclassified and classified). Consequently, DOD began reporting additional classified R&D not previously reported by its subagencies.
  • FY 2011. USDA’s ERS partially revised its data for FYs 2009 and 2010 data during the volume 61 (FYs 2011–13) cycle.
  • FY 2010. NASA resumed reporting ISS obligations as R&D plant.
  • FYs 2000–09. Beginning in FY 2000, AF did not report Budget Activity (BA) 6.7 Operational Systems Development data because the agency misunderstood the reporting requirements. During the volume 57 data collection cycle, AF edited prior year data for FYs 2000–07 to include BA 6.7 Operational Systems Development data. These data revisions were derived from FY 2007 distribution percentages that were then applied backward to revise data for FYs 2000–06.
  • FYs 2006–07. NASA’s R&D obligations decreased by $1 billion. Of this amount, $850 million was accounted for by obligations for operational projects that NASA excluded in FY 2007 but reported in FY 2006. The remainder was from an overall decrease in obligations between FYs 2006 and 2007.
  • FY 2006. NASA reclassified funding for the following items as operational costs: Space Operations, the Hubble Space Telescope, the Stratospheric Observatory for Infrared Astronomy, and the James Webb Space Telescope. This funding was previously reported as R&D plant.
  • FYs 2005–07. Before the volume 55 survey cycle, NSF updated the list of foreign performers in the Federal Funds Survey to match the list of countries and territories in the Department of State’s Bureau of Intelligence and Research fact sheet of Independent States in the World and fact sheet of Dependencies and Areas of Special Sovereignty. Area and country lists in volume 55 data tables and later may differ from those in previous reports.
  • FYs 2004–06. NASA implemented a full-cost budget approach, which includes all of the direct and indirect costs for procurement, personnel, travel, and other infrastructure-related expenses relative to a particular program and project. NASA’s data for FY 2004 and later years may not be directly comparable with its data for FY 2003 and earlier years.
  • FY 2004. NIH revised its financial database; beginning with FY 2004, NIH records no longer contain information on the field of S&E. Data for FY 2004 and later years are not directly comparable with data for FY 2003 and earlier years.
  • Data for FYs 2003–06 from the Substance Abuse and Mental Health Services Administration (SAMHSA) are estimates based on SAMHSA's obligations by program activity budget and previously reported funding for development.
  • FY 2003. SAMHSA reclassified some of its funding categories as non-R&D that had been considered R&D in prior years.
  • On 25 November 2002, the president signed the Homeland Security Act of 2002, establishing DHS. DHS includes the R&D activities previously reported by the Federal Emergency Management Agency, the Science and Technology Directorate, the Transportation Security Administration, the U.S. Coast Guard, and the U.S. Secret Service.
  • FY 2000. NASA reclassified the ISS as a physical asset, reclassified ISS Research as equipment, and transferred funding for the program from R&D to R&D plant.
  • FY 2000. NIH reclassified as research the activities that it had previously classified as development. NIH data for FY 2000 forward reflect this change. For more information on the classification changes at NASA and NIH, refer to Classification Revisions Reduce Reported Federal Development Obligations (InfoBrief NSF 02-309), February 2002, available at https://www.nsf.gov/statistics/nsf02309.
  • FYs 1996–98. The lines on the survey instrument for the special foreign currency program and for detailed field of S&E were eliminated beginning with the volume 46 survey cycle. Two tables depicting data on foreign performers by region, country, and agency that were removed before publication of volume 43 were reinstated with volume 46.
  • FYs 1994–96. During the volume 44 survey cycle, the Director for Defense Research and Engineering (DDR&E) at DOD requested that NSF further clarify the true character of DOD’s R&D program, particularly as it compares with other federal agencies, by adding more detail to development obligations reported by DOD respondents. Specifically, DOD requested that NSF allow DOD agencies to report development obligations in two separate categories: advanced technology development and major systems development.

    An excerpt from a letter written by Robert V. Tuohy, Chief, Program Analysis and Integration at DDR&E, to John E. Jankowski, Program Director, Research and Development Statistics Program, Division of Science Resources Statistics, NSF, explains the reasoning behind the DDR&E request:

    “The DOD’s R&D program is divided into two major pieces, Science and Technology (S&T) and Major Systems Development. The other federal agencies’ entire R&D programs are equivalent in nature to DOD’s S&T program, with the exception of the Department of Energy and possibly NASA. Comparing those other agency programs to DOD’s program, including the development of weapons systems such as F-22 Fighter and the New Attack Submarine, is misleading.”
  • FYs 1990–92. Since volume 40, DOD has reported research obligations and development obligations separately. Tables reporting obligations for research, by state and performer, and obligations for development, by state and performer, were specifically created for DOD. Circumstances specific to DOD are (1) DOD funds the preponderance of federal development and (2) DOD development funded at institutions of higher education is typically performed at university-affiliated nonacademic laboratories, which are separate from universities’ academic departments, where university research is typically performed.

Definitions

Agency and subdivision. An agency is an organization of the federal government whose principal executive officer reports to the president. The Library of Congress and the Administrative Office of the U.S. Courts are also included in the survey, even though the chief officer of the Library of Congress reports to Congress and the U.S. Courts are part of the judicial branch. Subdivision refers to any organizational unit of a reporting agency, such as a bureau, division, office, or service.

Development. See R&D and R&D plant.

Fields of R&D (formerly fields of science and engineering). A list of the 41 fields of R&D reported on can be found on the survey questionnaire. In the data tables, the fields are grouped into 9 major areas: computer and information sciences; geosciences, atmospheric sciences, and ocean sciences; life sciences; mathematics and statistics; physical sciences; psychology; social sciences; engineering; and other fields. Table A-3 provides a crosswalk of the fields of science and engineering used in volume 70 and earlier surveys to the revised fields of R&D collected under volume 71.

Federal obligations for research performed at higher education institutions, by detailed field of R&D. As of volume 71, all respondents were required to report these obligations. Previously, this information was reported by seven agencies (the Departments of Agriculture, Defense, Energy, Health and Human Services, and Homeland Security; NASA; and NSF).

Geographic distribution of R&D obligations. As of volume 71, all respondents were required to respond to this portion of the survey. Previously, the 11 largest R&D funding agencies responded to this portion (the Departments of Agriculture, Commerce, Defense, Energy, Health and Human Services, Homeland Security, the Interior, and Transportation; the Environmental Protection Agency; NASA; and NSF). Respondents are asked to provide the principal location (state or outlying area) of the work performed by the primary contractor, grantee, or intramural organization, assign the obligations to the location of the headquarters of the U.S. primary contractor, grantee, or intramural organization, or list the funds as undistributed.

Obligations and outlays. Obligations represent the amounts for orders placed, contracts awarded, services received, and similar transactions during a given period, regardless of when funds were appropriated and when future payment of money is required. Outlays represent the amounts for checks issued and cash payments made during a given period, regardless of when funds were appropriated.

Performer. A group or organization carrying out an operational function or an extramural organization or a person receiving support or providing services under a contract or grant.

  • Intramural performers are agencies of the federal government, including federal employees who work on R&D both onsite and offsite and, as of volume 71, FFRDCs.
    • Federal. The work of agencies of the federal government is carried out directly by agency personnel. Obligations reported under this category are for activities performed or to be performed by the reporting agency itself or are for funds that the agency transfers to another federal agency for performance of work, as long as the ultimate performer is that agency or any federal agency. If the ultimate performer is not a federal agency, funds transferred are reported by the transferring agency under the appropriate extramural performer category (businesses, universities and colleges, other nonprofit institutions, FFRDCs, nonfederal government, and foreign).

      Federal activities cover not only actual intramural R&D performance but also the costs associated with administration of intramural R&D programs and extramural R&D procurements by federal personnel. Intramural activities also include the costs of supplies and off-the-shelf equipment (equipment that has gone beyond the development or prototype stage) procured for use in intramural R&D. For example, an operational launch vehicle purchased from an extramural source by NASA and used for intramural performance of R&D is reported as a part of the cost of intramural R&D.
    • Federally funded research and development centers (FFRDCs)—R&D-performing organizations that are exclusively or substantially financed by the federal government and are supported by the federal government either to meet a particular R&D objective or in some instances to provide major facilities at universities for research and associated training purposes. Each center is administered by an industrial firm, a university, or another nonprofit institution (see https://www.nsf.gov/statistics/ffrdclist/ for the Master Government List of FFRDCs maintained by NSF).
  • Extramural performers are organizations outside the federal sector that perform R&D with federal funds under contract, grant, or cooperative agreement. Only costs associated with actual R&D performance are reported. Types of extramural performers:
    • Businesses (previously “Industry or industrial firms”)—Organizations that may legally distribute net earnings to individuals or to other organizations.
    • Higher education institutions (previously “Universities and colleges”)—Institutions of higher education in the United States that engage primarily in providing resident or accredited instruction for a not less than a 2-year program above the secondary school level that is acceptable for full credit toward a bachelor’s degree or that provide not less than a 1-year program of training above the secondary school level that prepares students for gainful employment in a recognized occupation. Included are colleges of liberal arts; schools of arts and sciences; professional schools, as in engineering and medicine, including affiliated hospitals and associated research institutes; and agricultural experiment stations. Other examples of universities and colleges include community colleges, 4-year colleges, universities, and freestanding professional schools (medical schools, law schools, etc.).
    • Other nonprofit institutions—Private organizations other than educational institutions whose net earnings do not benefit either private stockholders or individuals and other private organizations organized for the exclusive purpose of turning over their entire net earnings to such nonprofit organizations. Examples of nonprofit institutions include foundations, trade associations, charities, and research organizations.
    • State and local governments—State and local government agencies, excluding state or local universities and colleges, agricultural experiment stations, medical schools, and affiliated hospitals. (Federal R&D funds obligated directly to such state and local institutions are excluded in this category. However, they are included under the universities and colleges category in this report.) R&D activities under the state and local governments category are performed either by the state or local agencies themselves or by other organizations under grants or contracts from such agencies. Regardless of the ultimate performer, federal R&D funds directed to state and local governments are reported only under this sector.
    • Non-U.S. performers (previously “Foreign performers”)—Other nations’ citizens, organizations, universities and colleges, governments, as well as international organizations located outside the United States, that perform R&D. In most cases, foreigners performing R&D in the United States are not reported here. Excluded from this category are U.S. agencies, U.S. organizations, or U.S. citizens performing R&D abroad for the federal government. Examples of foreign performers include the North Atlantic Treaty Organization (NATO), the United Nations Educational, Scientific, and Cultural Organization (UNESCO), and the World Health Organization (WHO). An exception in the past was made in the case of U.S. citizens performing R&D abroad under special foreign-currency funds; these activities were included under the foreign performers category but have not been collected since the mid-1990s.
    • Private individuals—When an R&D grant or contract is awarded directly to a private individual, obligations incurred are placed under the category businesses.

R&D and R&D plant. Amounts for R&D and R&D plant include all direct, incidental, or related costs resulting from, or necessary to, performance of R&D and costs of R&D plant as defined below, regardless of whether R&D is performed by a federal agency (intramurally) or by private individuals and organizations under grant or contract (extramurally). R&D excludes routine product testing, quality control, mapping and surveys, collection of general-purpose statistics, experimental production, and the training of scientific personnel.

  • Research is defined as systematic study directed toward fuller scientific knowledge or understanding of the subject studied. Research is classified as either basic or applied, according to the objectives of the sponsoring agency.
  • Basic research is defined as experimental or theoretical work undertaken primarily to acquire new knowledge of the underlying foundations of phenomena and observable facts. Basic research may include activities with broad or general applications in mind, such as the study of how plant genomes change, but should exclude research directed towards a specific application or requirement, such as the optimization of the genome of a specific crop species.
  • Applied research is defined as original investigation undertaken in order to acquire new knowledge. Applied research is, however, directed primarily towards a specific practical aim or objective.
  • Development, also known as experimental development, is defined as creative and systematic work, drawing on knowledge gained from research and practical experience, which is directed at producing new products or processes or improving existing products or processes. Like research, experimental development will result in gaining additional knowledge.

For reporting experimental development activities, the following are included:

The production of materials, devices, and systems or methods, including the design, construction, and testing of experimental prototypes.

Technology demonstrations, in cases where a system or component is being demonstrated at scale for the first time, and it is realistic to expect additional refinements to the design (feedback R&D) following the demonstration. However, not all activities that are identified as “technology demonstrations” are R&D.

However, experimental development excludes the following:

User demonstrations where the cost and benefits of a system are being validated for a specific use case. This includes low-rate initial production activities.

Pre-production development, which is defined as non-experimental work on a product or system before it goes into full production, including activities such as tooling and development of production facilities.

To better differentiate between the part of the federal R&D budget that supports science and key enabling technologies (including technologies for military and nondefense applications) and the part that primarily supports testing and evaluation (mostly of defense-related systems), NSF collects development dollars from DOD in two categories: advanced technology development and major systems development.

DOD uses RDT&E Budget Activities 1–7 to classify data into the survey categories. Within DOD’s research categories, basic research is classified as Budget Activity 1, and applied research is classified as Budget Activity 2. Within DOD’s development categories, advanced technology development is classified as Budget Activity 3. Starting in volume 66, major systems development is classified as Budget Activities 4–6 instead of Budget Activities 4–7 and includes advanced component development and prototypes, system development and demonstration, and RDT&E management support; data on Budget Activity 7, operational systems development, is collected separately. (Note: As a historical artifact from previous DOD budget authority terminology, funds for Budget Activity categories 1 through 7 are sometimes referred to as 6.1 through 6.7 monies.)

  • Demonstration includes amounts for activities that are part of R&D (i.e., that are intended to prove or to test whether a technology or method does in fact work). Demonstrations intended primarily to make information available about new technologies or methods are excluded.
  • R&D plant is defined as spending on both R&D facilities and major equipment as defined in OMB Circular A-11 Section 84 (Schedule C) and includes physical assets, such as land, structures, equipment, and intellectual property (e.g., software or applications) that have an estimated useful life of 2 years or more. Reporting for R&D plant includes the purchase, construction, manufacture, rehabilitation, or major improvement of physical assets regardless of whether the assets are owned or operated by the federal government, states, municipalities, or private individuals. The cost of the asset includes both its purchase price and all other costs incurred to bring it to a form and location suitable for use.
  • For reporting construction of R&D facilities and major moveable R&D equipment, include the following:

Construction of facilities that are necessary for the execution of an R&D program. This may include land, major fixed equipment, and supporting infrastructure such as a sewer line, or housing at a remote location. Many laboratory buildings will include a mixture of R&D facilities and office space. The fraction of the building that is considered R&D may be calculated based on the percentage of square footage that is used for R&D.

Acquisition, design, or production of major moveable equipment, such as mass spectrometers, research vessels, DNA sequencers, and other moveable major instrumentation for use in R&D activities.

Programs of $1 million or more that are devoted to the purchase or construction of R&D major equipment.

Exclude the following:

Construction of other non-R&D facilities.

Minor equipment purchases, such as personal computers, standard microscopes, and simple spectrometers (report these costs under total R&D, not R&D Plant).

Obligations for foreign R&D plant are limited to federal funds for facilities that are located abroad and used in support of foreign R&D.

Data

These tables present the results of volume 71 (FYs 2021–22) of the Survey of Federal Funds for Research and Development. This annual census, completed by the federal agencies that conduct R&D programs, is the primary source of information about federal funding for R&D in the United States. Actual data are collected for the fiscal year just completed; estimates are obtained for the current fiscal year.

31 January 2024: The Table 9 title incorrectly referred to “R&D plant and fields of R&D.” The title wording has been updated to “R&D and R&D plant” to match the data within the table.

Acknowledgments

Christopher V. Pece of the National Center for Science and Engineering Statistics (NCSES) developed and coordinated this report under the guidance of Amber Levanon Seligson, NCSES Program Director, and the leadership of Emilda B. Rivers, NCSES Director; Christina Freyman NCSES Deputy Director; and John Finamore, NCSES Chief Statistician. Gary Anderson and Jock Black (NCSES) reviewed the report.

Under contract to NCSES, Synectics for Management Decisions, Inc. conducted the survey and prepared the statistics for this report. Synectics staff members who made significant contributions include LaVonda Scott, Elizabeth Walter, Suresh Kaja, Peter Ahn, and John Millen.

NCSES thanks the federal agency staff that provided information for this report.

Suggested Citation

National Center for Science and Engineering Statistics (NCSES). 2023. Federal Funds for Research and Development: Fiscal Years 2021–22. NSF 24-309. Alexandria, VA: National Science Foundation. Available at   https://ncses.nsf.gov/surveys/federal-funds-research-development/2021-2022/.

Analysis

Survey Contact

For additional information about this survey or the methodology, contact

Christopher V. Pece
Survey Manager
Phone
(703) 292-7788
E-mail
cpece@nsf.gov
Address
National Center for Science and Engineering Statistics, 2415 Eisenhower Avenue, Suite W14200, Alexandria, VA 22314