Linear regressions of the annual amount granted by Open Philanthropy by focus area

Summary

  • The slope, intercept, correlation coefficient, coefficient of determination, and standard error of the slope of the linear regression of the annual amount granted by Open Philanthropy (OP) by focus area on year, from 2015 to 2021, is in tab “Annual amount granted” of this Sheets.

Methodology

OP’s grants data were downloaded from here (see tab “Grants”). All the amounts were converted to current USD (15 August 2022 prices) using inflation data from in2013dollars (see tab “Inflation”).

The above data were used to calculate, by focus area from 2015 to 2021:

  • The annual amount granted.

  • The slope, intercept, correlation coefficient (R), coefficient of determination (R^2), and standard error of the slope of the linear regression of the annual amount granted on year.

Results

The slope and coefficient of determination are presented in the table below, ordered by increasing slope (note the last row respects all areas). The full results are in tab “Annual amount granted”.

Focus areaSlope (M$/​year)Coefficient of determination
Science for Global Health-0.9660.057
Scientific Innovation: Tools and Techniques-0.0150.000
History of Philanthropy-0.0070.045
Effective Altruism Community Growth (Global Health and Wellbeing)0.0700.375
South Asian Air Quality0.1150.550
Global Aid Policy0.1230.375
Cage-Free Reforms0.2940.009
Immigration Policy0.3160.335
Global Health & Wellbeing0.4090.295
Macroeconomic Stabilization Policy0.5380.464
Transformative Basic Science0.7060.036
Land Use Reform0.7530.463
Scientific Research0.8890.231
Alternatives to Animal Products0.8950.501
Broiler Chicken Welfare1.2310.252
Other Scientific Research Areas1.2980.592
Science Supporting Biosecurity and Pandemic Preparedness1.6100.197
Other Areas1.8180.721
Effective Altruism Community Growth2.2430.542
Potential Risks from Advanced AI3.0670.375
Biosecurity & Pandemic Preparedness3.8800.413
Global Health & Development3.9140.106
GiveWell-Recommended Charities3.9470.040
Human Health and Wellbeing5.8030.574
Criminal Justice Reform7.5860.398
Farm Animal Welfare8.1270.560
Longtermism8.8450.373
All57.4890.708

Discussion

The total annual amount granted has increased 57.5 M$/​year from 2015 to 2021, with a coefficient of correlation of 0.708. Amongst the 27 focus areas, the slope is:

  • Negative for 3.

  • Between 0 and 1 M$/​year for 11.

  • Between 1 M$/​year and 10 M$/​year for 13.

  • The lowest for science for global health (-1 M$/​year), scientific innovation tools and techniques (-0.02 M$/​year), and history of philanthropy (-0.007 M$/​year).

  • The highest for longtermism (9 M$/​year), farm animal welfare (8 M$/​year), and criminal justice reform (8 M$/​year).

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