Line charts showing the (i) annual population, (ii) population growth relative to 1980, and (iii) percentage representation of PhD graduates and assistant professors in basic science departments in …
PhD graduates and assistant professors (Total, URM and WR): 1980-2014.
Scatter plots showing the (i) pool of potential candidates for assistant professor positions, (ii) annual number of assistant professors hired, and (iii) percentage of the potential candidate pool …
Assistant professor hiring and leaving (total, URM and WR): 1980-2014.
Candidate pool and fraction hired (URM and WR): 1980-2014.
Scatter plots showing the (i) pool of potential candidates for assistant professor positions, (ii) annual number of assistant professors hired, and (iii) percentage of the potential candidate pool …
(A) A traditional “pipeline” view of faculty hiring. A fraction of the total stock of PhD graduates pursues faculty positions, and thus become candidates on the market. Candidates on the market are …
Scatter plots showing the performance of the model (open circles) compared to input data (filled circles) for the populations of (i) PhD graduates, (ii) assistant professors, and (iii) newly hired …
Line graph showing model predictions for the percentage of URM PhD graduates (grey), and the corresponding percentages of URM assistant professors (black) as a function of various intervention …
Model predictions: percentage URM assistant professors by transition rate: 1980-2080 (current number of assistant professor positions)
Model predictions: percentage URM assistant professors by transition rate: 1980-2080 (100 new assistant professor positions, annually, beginning in 2015)
Model formulation.
Notation | Description | Formulation |
---|---|---|
UTG | URM Target Growth Rate | |
GRWR,Other | WR Non-Faculty Student Growth Rate | BSG * P0,WR,Other |
GRWR,Faculty | WR Faculty Student Growth Rate | BSG * P0,WR,Faculty |
GRURM,Other | URM Non-Faculty Student Growth Rate | BSG * P0,URM,Other |
GRURM,Faculty | URM Faculty Student Growth Rate | MAX(BSG * P0,URM,Faculty, UTG * P0,URM,Faculty) |
PHDWR,Other | WR Non-Faculty PHD Graduates | PHDWR,Other,0 |
PHDWR,Faculty | WR Faculty Student PHD Graduates | PHDWR,Faculty,0 |
PHDURM,Other | URM Non-Faculty PHD Graduates | PHDURM,Other,0 |
PHDURM,Faculty | URM Faculty PHD Graduates | PHDURM,Faculty,0 |
DRWR,Other | WR Non-Faculty Student Departure Rate | PHDWR.Other |
MRWR,Faculty | WR Faculty Student Market Entrance Rate | PHDWR.Faculty |
DRURM,Other | WR Non-Faculty Student Market Entrance Rate | PHDWR.Other |
MRURM,Faculty | WR Faculty Student Market Transition Rate | CUTR*PHDURM.Faculty |
TRURM,Faculty | WR Faculty Student Departure Rate | (1-CUTR)*PHDURM.Faculty |
PDWR | WR Candidates on the Market (e.g., Postdocs) | PDWR, 0 |
PDURM | URM Candidates on the Market (e.g., Postdocs) | PDURM,0 |
πURM | Proportion of URM candidates on the market | PDURM/(PDURM+ PDWR) |
HRWR | Hiring rate of WR candidates | MIN[PDWR,S*(1- πURM)] |
HRURM | Hiring rate of URM candidates | MIN(PDURM,S*πURM) |
DRWR,Faculty | WR Faculty Student Departure Rate | |
DRURM,Faculty | URM Faculty Student Departure Rate | |
APWR | WR Assistant Professors | APWR, 0 |
APURM | URM Assistant Professors | APURM,0 |
Note: denotes hiring rate of assistant professors delayed by six time steps (i.e., the length of a tenure cycle). For timesteps <7, is calculated by amortization of the initial value of assistant professors AP., 0.
Parameters and exogenous variables.
Notation | Description | Value | Source |
---|---|---|---|
P0,URM,Faculty | URM Faculty Student Growth Rate Multiplier | 34.44 | AAMC Faculty Roster (Imputed values, URM hiring 1980-1997) |
P0,URM,Other | URM Non-Faculty Student Growth Rate Multiplier | 64 | AAMC Faculty Roster (Exponential fit of URM PhD graduate growth and imputed URM hiring 1980-1997) |
P0,WR,Faculty | WR Faculty Student Growth Rate Multiplier | 566.67 | AAMC Faculty Roster (Imputed values, WR hiring 1980-1997) |
P0,WR,Other | WR Non-Faculty Student Growth Rate Multiplier | 3500 | AAMC Faculty Roster (Linear fit of WR PhD graduate growth and imputed WR hiring 1980-1997) |
CUTG | URM Target Growth Constant | 0.0728 | FASEB (Author estimation based on exponential fit to URM PhD graduation rate 1980-2013) |
PHDWR,Other,0 | Initial WR Non-Faculty PhD Graduates | 3570 | FASEB (Author estimation based on number of WR PhD graduates) |
PHDWR,Other,0 | Initial WR Faculty PhD Graduates | 438 | FASEB (Author estimation based on number of WR PhD graduates) |
PHDWR,Other,0 | Initial URM Non-Faculty PhD Graduates | 84.6 | FASEB (Author estimation based on number of URM PhD graduates) |
PHDWR,Other,0 | Initial URM Faculty PhD Graduates | 25.4 | FASEB (Author estimation based on number of URM PhD graduates) |
CUTR | URM Transition Rate Constant | 0.0025 | AAMC Faculty Roster (Author estimation based on % URM Assistant Professor 2014) |
PDWR, 0 | Initial WR Candidates on the Market | 511 | AAMC Faculty Roster (Imputed Hiring Value) |
PDURM,0 | Initial URM Candidates on the Market | 19 | AAMC Faculty Roster (Imputed Hiring Value) |
S | Faculty Slots Available per Year | Step function time series: | AAMC Faculty Roster (average of imputed hiring values: 1980-1997; 1998-2013) |
APWR, 0 | Initial WR Assistant Professors | 3246 | AAMC Faculty Roster |
APURM,0 | Initial URM Assistant Professors | 132 | AAMC Faculty Roster |
Vensim file containing the final system dynamics model of assistant professor hiring in basic science departments of medical schools.