This report demonstrates one approach to optimally match officers and ER billets. The project is under the initial direction of Richard C. Childers, CDR NPC, PERS-4415, with advisement from Alvin Roth.

Summary

Background

To increase billet assignment transparency, and to give members and commands more control of the process, 2017 & 2018 Navy Emergency Medicine Billets have been assigned using a detailing marketplace. This is a pilot project within the Navy’s larger effort to modernize the personnel system.

A list of available billets will be published in the summer of 2016/2017 for physicians to compete for. At the same time, a list of officers/physicians up for orders will be made available for commands to recruit. In January, rank lists from officers and commands will be submitted and run through the deferred acceptance algorithm. The algorithm, used in the National Resident Matching Program, will optimize a match between officer and command.

What follows is a demonstration of the algorithm using theoretical data.

Notes

  1. The current demonstration covers 58 officers, 20 unique commands, and 57 total possible billets. In the specialty of emergency medicine, the term “command” and “hospital” can almost be used interchangably. Almost all commands are located in a single command, and each command/hospital can have multiple billets.
  2. The four simulated datasets are viewable and editable online.
  3. Although there can be multiple billets per command, an officer ranks the global command, instead of a specific billet. Similarly, the command ranks an officer, instead of a billet ranking an officer. The billet capacity of a command is considered during the matching process.
  4. The following survey adequately addresses the current project needs, which involves only a few dozen commands and officers in one specialty. The survey framework would need to be generalized and scaled out, depending on the additional volume and types of specializations. https://bbmc.ouhsc.edu/redcap/surveys/?s=7XNAFK337W

Sources

  1. This demonstration was developed primarily by Will Beasley, Assistant Professor of Research, University of Oklahoma College of Medicine, Department of Pediatrics. The code developed for the billet marketplace project is open source and available online.
  2. The project members are appreciative of the open source matchingMarkets R package, (independently developed by Thilo Klein since 2013) that implements the Gale-Shapley (1962) Deferred Acceptance Algorithm. For further discussion, see Roth (2007) Deferred Acceptance Algorithms: History, Theory, Practice, and Open Questions and the 2012 Nobel Prize material.
  3. The most recent version of this demonstration report is available in the public repository. (An alternate location is also available.)

Unanswered Questions

  1. How should the process be adjusted to accommodate issues like (a) recent tours overseas, (b) seniority, and (c) cliques? Our current plan is to set some a priori points, and approximate it with a transformation. The transformed rankings are fed into the matching algorithm.
  2. How should spousal placement (and other hard restrictions) be handled? We are currently investigating what will happen if the other (nonacceptable sites) are left blank for the officer, and fed into the matching algorithm.
  3. How should ‘subjective retirement thresholds’ be handled? For instance, suppose an officer will retire if they don’t match to San Diego. If they’re matched somewhere else and retire, how should their assigned billet be filled? Does the algorithm need to be run another time? If so, several runs might be required (if other people’s thresholds fail on subsequent runs), which is undesirable.
  4. How can we adjust the process to match members married to other active duty members (COLOs) or enrolled in the Exceptional Family Member Program (EFMP) who have limited billet-assignment options. That is, some members will have to be matched to certain billets even if those commands do not rank them highly.
  5. How can we adjust the process to allow members to not match? Specifically, some members have no obligation to stay in the Navy and can elect to get out if they do not get their preferred pick. How do we allow this without affecting the integrity of the algorithm?
  6. How do we incentivize less desirable commands?
  7. How do we mitigate the advantage on-board members may have in securing an extension or retour?

Answered Questions

  1. –

Raw Rankings

These two tables represent the raw/initial rankings provided from each command (in the first table) and from each officer (in the second table). No adjustments have been made yet to the rankings.

In the first table (i.e., “Input from Each Command”), each row represents a single command’s preferences; each column represents a officer being ranked. In constrast, in the second table (i.e., “Input Provided from Each Officer”), each row represents a single officer’s preferences; each column represents a hopsital being ranked.

Input Provided from Each Command

college_id 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458
201 - - 8 3 - - - 1 - - - 7 - - - - - - - - - - - - 5 - - 4 - - - - - - 6 9 - 2 - - - - - - - - - - - - - - - - - 10 - -
202 - - - - - - 2 - - - 6 - - - - - 15 - - - - - - - 3 - - 12 1 - - - - - 11 4 - - - 14 7 - - - - - - - 13 - 8 - 10 - 5 - - -
203 - - - - - - - 9 - 8 - - - - - - - - 7 - - - 2 3 11 - - 13 - - 20 - - 5 - 14 - 4 - - - - - - 19 1 10 - 12 - - 17 15 - - 18 6 16
204 - - - - - - - 11 - - - 9 - 3 - - - - - - - - - - 8 - - - - - 4 - 5 - 7 - - - - 10 - - - - - - 1 - 2 - - - 6 - - - - -
205 - - - 10 - - - 13 9 - - 15 - - 16 - - - - 12 11 - - - 8 - - 4 - 3 - - - - - 2 - - - - - - 6 - 5 - - - - - - - - - 1 14 7 -
207 - - - - - - - - - - - - 3 10 - - - - - - - 8 - - 9 - - - - - 6 2 - - - 4 1 - - - - - 7 - - - - - - - 5 - - - - - - -
208 - 1 - 4 - - - - - - 3 - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - 2 - - - - - - - - - - - - -
209 - - - 3 - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - 1 - - - - - - - - - 2 -
210 - 5 40 - 14 1 39 38 37 16 25 36 17 41 35 - 18 8 19 20 - 21 34 22 4 - 33 32 7 13 3 - 12 31 - 23 - 24 10 - - 30 15 - 6 - 29 28 - 27 11 26 - - - 2 - 25
211 7 - - 6 1 - - 15 - - 12 - - - 8 9 16 - - - 18 - - - - 11 10 - - 4 - - - - 13 - - - 5 14 - - - 19 - - 3 - - - - 2 17 - - - - -
212 - - - - - - - - - - - - - - - - - - - - - 3 - - - - - - - - - - - - - - - 1 - - - 4 2 - - - - - - - 5 - - - - - - -
213 7 - 4 6 2 - 13 - - - - - - - - 10 - - - - - - 11 14 - - - - - - - - 3 - 5 - - 9 - - - - - 15 - - 12 1 - - - - - - - - 8 -
214 - - - 3 - - - - - - - - - - - - - - - - 4 - - - - - 1 - - - - - - - - - - - - - - - - - - - 2 - - - - - - - - - - -
215 8 - - - - - 5 7 - - - 9 - 6 - - - - - - - - - - 4 - - - - - - - 1 - 11 - - - - - - 10 - - - - 2 - - - - - 3 - - - - -
216 - - - - - - - - 2 - - - - - - - - - - 3 - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - 1 - -
217 - - 8 - - - - - - - - 6 - - 9 - - - - - - - - - - - - 1 - - - - - - - 2 - - - 3 - - - - - - - - - 4 - - 7 - 5 - - -
218 - - - - - - - - - - - - - - - - - 1 - - - - - - - - - 3 - - - - - - - - - - - - - - - - - - - - - - - - - - - 2 - -
219 - 1 10 - - - - - - - 2 7 - - 11 - - - - - - - - - - - - - - - - - - - 3 5 - - - - 4 - - - - - - - - 8 - - 9 - 6 - - -
220 - - - 7 - - - - 1 - - - - - - - - - - - - - - 4 - - - 6 - - - - - 3 9 8 - - - - 2 - - - 5 - - - - - - - - - - - - -
221 - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - 1 - - - - - - - - - - -

Input Provided from Each Officer

student_id 201 202 203 204 205 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221
401 - - - - - 3 - - - 1 - 2 - 4 - - - - - -
402 - - - - - 8 2 - 7 - 5 6 3 - 9 - - 1 4 -
403 - - 2 - - - - - - - - 1 - - - 4 - 5 6 3
404 - - 3 - - - - 1 - 4 - 2 - - - - - - - -
405 - - - - - - - - - 2 - 1 - - - - - - - -
406 - - 3 - - 2 - - 1 - - - - - - - - - 4 -
407 - 1 - - - - - - - - - 2 - 3 - - - - - -
408 10 5 6 7 2 9 - 1 - 4 - 3 - 8 - - - - - -
409 - - 2 - - 4 5 - - - 7 - 8 3 6 - - - 1 -
410 - - 2 - - - - - - - - 1 - - - - - - 3 -
411 - 3 6 10 - 7 4 - - 1 - 8 - - - 9 - 2 5 -
412 6 1 5 3 10 2 - - 9 7 - 8 - 4 - 12 - 11 - -
413 - - - - - 1 - - - - - - - - - - - - - -
414 - - 2 - - 3 - - 5 4 - 1 - - - - - - - -
415 - 3 - - 2 - - - - 1 - - - - - 4 - - - -
416 - - 4 - - 2 - 5 - 3 - 1 - 6 - - - - - -
417 - 2 - - - - - - - 1 - - - - - 5 - 6 7 3
418 - - - - - - - - 2 - - - - - - - 1 - - -
419 - - 1 - - - - - - - - 2 - - - - - - 3 -
420 10 4 - - 1 3 - - 2 9 - - - - 5 8 6 7 - -
421 11 6 7 3 12 4 8 - - 1 9 2 10 5 - - - - - -
422 3 - 2 - - 1 - - - - - - - - - - - - - -
423 - - 1 - - - - - - - - 2 - - - - - - 3 -
424 - - 1 - - - - - - - - 2 - - - - - - 3 -
425 - 1 3 - - 2 - 5 - - - 4 - - - - - - - -
426 - 1 7 2 - 5 - - - 4 - - - - - - - 3 6 -
427 - - 3 - - 2 - - - 5 - 1 4 - - - - - - -
428 5 3 1 - - 4 - - 7 - - - - - - 2 6 - 8 -
429 - 1 - - 3 - - 5 4 2 - - - - - - - - - -
430 - 8 9 6 2 7 - - 3 1 - 4 - 5 - - - - - -
431 6 5 1 3 - 2 - - 4 - - - - 7 - - - - - -
432 - - - - - 1 - - - - - - - - - - - - - -
433 - - - 1 - - - - - - - 3 - 2 - - - - - -
434 - - 1 - - - - - - - - - - - - - - - 2 -
435 - 8 6 9 - 10 - - - 3 - 1 - 5 - 7 - 2 4 -
436 7 3 5 18 8 1 15 17 12 19 14 20 16 21 13 4 11 2 6 10
437 - - - - - 1 - - - - - - - - - - - - - -
438 5 - 3 - - - - 4 - - 2 1 - - - - - - - -
439 - 6 2 7 - 5 - 4 - 1 - 3 - 9 - - - - - 8
440 - 2 - 4 - 3 - - - 1 - 6 - 5 - - - - - -
441 - - 2 6 - 9 10 - - - 8 - 7 5 - 4 - 3 1 -
442 - - - 2 - - - - - - 1 - - 3 - - - - - -
443 7 2 4 8 11 3 - 10 - 6 1 5 - 9 - - - - - -
444 - 7 6 5 - 3 - - - 2 - 1 - 4 - - - 9 8 -
445 - - - - 5 4 2 - 3 - - - - - - - - - 1 -
446 - - 1 - - - - - - - - - - - - - - - - -
447 - - 7 2 - 4 8 6 - 3 10 5 9 1 - - - - - 11
448 - - - - - - - - - - - 1 - - - - - - - -
449 - 4 3 1 - - 2 - - - - - - - - - - - - -
450 - 2 - - - - - - - 4 - - - - - 3 - 1 - -
451 5 3 - - - 2 - - - 4 1 - - - - - - - - 6
452 - - - - - - - - - 1 - - - - - - - - - -
453 8 3 7 1 - 4 - 9 - 5 - - - 2 - - - 6 - -
454 - - - - - - - - - 1 - - - - - - - - - -
455 - 1 - - - - - - - - - - - - - 2 - 3 - -
456 4 - 3 - - - - - 2 - - - - - 1 - - - - -
457 - - 3 - 4 - - 2 - - - 1 - - - - - - - -
458 - - 1 4 - 3 - - - 5 - 6 - - - - - - 2 -

Results

Pre-screen

Commands and officers must be excluded from the matching algorithm if none of their choices ranked them back.

The following 0 colleges/commands were never ranked by students/officers who ranked them: .  They will be removed.
The following 1 students/officers were never ranked by colleges/commands who ranked them: 454.  They will be removed.

Preference



### Input Provided from Each Command
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
8 29 46 47 54 37 2 47 6 5 38 48 27 33 55 28 18 2 9 47
38 7 23 49 36 32 45 56 55 52 43 5 47 47 9 36 55 11 41 -
4 25 24 14 30 13 11 4 31 47 22 33 4 53 20 40 28 35 34 -
28 36 38 31 28 36 4 - 25 30 42 3 21 25 - 50 - 41 24 -
25 54 34 33 45 51 - - 2 39 51 35 - 7 - 54 - 36 45 -
35 11 56 53 43 31 - - 45 4 - 4 - 14 - 12 - 54 28 -
12 41 19 35 56 43 - - 29 1 - 1 - 8 - 53 - 12 4 -
3 51 10 25 25 22 - - 18 15 - 56 - 1 - 3 - 50 36 -
36 53 8 12 9 25 - - 39 16 - 38 - 12 - 15 - 53 35 -
55 35 47 40 4 14 - - 51 27 - 16 - 42 - - - 3 - -
- 28 25 8 21 - - - 33 26 - 23 - 35 - - - 15 - -
- 49 49 - 20 - - - 30 11 - 47 - - - - - - - -
- 40 28 - 8 - - - 5 35 - 7 - - - - - - - -
- 17 36 - 55 - - - 43 40 - 24 - - - - - - - -
- - 53 - 12 - - - 10 8 - 44 - - - - - - - -
- - 57 - 15 - - - 13 17 - - - - - - - - - -
- - 52 - - - - - 17 53 - - - - - - - - - -
- - 55 - - - - - 19 21 - - - - - - - - - -
- - 45 - - - - - 20 44 - - - - - - - - - -
- - 31 - - - - - 22 - - - - - - - - - - -
- - - - - - - - 24 - - - - - - - - - - -
- - - - - - - - 36 - - - - - - - - - - -
- - - - - - - - 38 - - - - - - - - - - -
- - - - - - - - 11 - - - - - - - - - - -
- - - - - - - - 57 - - - - - - - - - - -
- - - - - - - - 52 - - - - - - - - - - -
- - - - - - - - 50 - - - - - - - - - - -
- - - - - - - - 48 - - - - - - - - - - -
- - - - - - - - 47 - - - - - - - - - - -
- - - - - - - - 42 - - - - - - - - - - -
- - - - - - - - 34 - - - - - - - - - - -
- - - - - - - - 28 - - - - - - - - - - -
- - - - - - - - 27 - - - - - - - - - - -
- - - - - - - - 23 - - - - - - - - - - -
- - - - - - - - 15 - - - - - - - - - - -
- - - - - - - - 12 - - - - - - - - - - -
- - - - - - - - 9 - - - - - - - - - - -
- - - - - - - - 8 - - - - - - - - - - -
- - - - - - - - 7 - - - - - - - - - - -
- - - - - - - - 3 - - - - - - - - - - -
- - - - - - - - 14 - - - - - - - - - - - 


### Input Provided from Each Command --recoded
choice 29 Palms ED 3rd Marine Logistics Group (Okinawa) Camp Lejeune 2nd Marine Logistics Group (MLG) Camp Lejeune ED Camp Lejeune Marine Expeditionary Unit Camp Pendleton ED Camp Pendleton Marine Expeditionary Unit Chem-Bio Incident Response Force (Indian Head, MD) Ft. Belvoir ED Guam ED Jacksonville ED Naples ED Navy Trauma Training Center Okinawa ED Portsmouth ED Rota ED San Diego ED Sigonella ED Walter Reed ED Yokosuka ED
1 408 418 428 429 402 446 409 447 447 455 437 402 447 406 405 438 448 427 433 456
2 438 456 436 407 411 423 441 - 449 436 432 445 457 456 452 443 405 447 447 409
3 404 428 440 425 435 424 434 - 414 430 413 411 404 431 447 422 433 404 453 420
4 428 - 450 436 441 438 424 - 431 428 436 404 - 425 430 442 403 421 425 -
5 425 - 455 455 436 434 445 - 433 445 451 - - 402 439 451 435 - 407 -
6 435 - 412 411 455 457 428 - 453 443 431 - - 445 404 - 404 - 414 -
7 412 - 453 441 412 419 404 - 435 457 443 - - 429 401 - 401 - 408 -
8 403 - 403 451 450 410 436 - 425 425 422 - - 418 415 - 457 - 401 -
9 436 - 415 453 453 408 435 - 412 409 425 - - 439 416 - 438 - 412 -
10 456 - - 435 403 447 - - 440 404 414 - - 451 427 - 416 - 442 -
11 - - - 428 415 425 - - 408 421 - - - 433 426 - 423 - 435 -
12 - - - 449 - 449 - - - 420 - - - 430 411 - 447 - - -
13 - - - 440 - 428 - - - 408 - - - 405 435 - 407 - - -
14 - - - 417 - 436 - - - 456 - - - 443 440 - 424 - - -
15 - - - - - 453 - - - 412 - - - 410 408 - 444 - - -
16 - - - - - 458 - - - 415 - - - 413 417 - - - - -
17 - - - - - 452 - - - - - - - 417 453 - - - - -
18 - - - - - 456 - - - - - - - 419 421 - - - - -
19 - - - - - 445 - - - - - - - 420 444 - - - - -
20 - - - - - 431 - - - - - - - 422 - - - - - -
21 - - - - - - - - - - - - - 424 - - - - - -
22 - - - - - - - - - - - - - 436 - - - - - -
23 - - - - - - - - - - - - - 438 - - - - - -
24 - - - - - - - - - - - - - 411 - - - - - -
25 - - - - - - - - - - - - - 458 - - - - - -
26 - - - - - - - - - - - - - 452 - - - - - -
27 - - - - - - - - - - - - - 450 - - - - - -
28 - - - - - - - - - - - - - 448 - - - - - -
29 - - - - - - - - - - - - - 447 - - - - - -
30 - - - - - - - - - - - - - 442 - - - - - -
31 - - - - - - - - - - - - - 434 - - - - - -
32 - - - - - - - - - - - - - 428 - - - - - -
33 - - - - - - - - - - - - - 427 - - - - - -
34 - - - - - - - - - - - - - 423 - - - - - -
35 - - - - - - - - - - - - - 415 - - - - - -
36 - - - - - - - - - - - - - 412 - - - - - -
37 - - - - - - - - - - - - - 409 - - - - - -
38 - - - - - - - - - - - - - 408 - - - - - -
39 - - - - - - - - - - - - - 407 - - - - - -
40 - - - - - - - - - - - - - 403 - - - - - -
41 - - - - - - - - - - - - - 414 - - - - - - 


### Input Provided from Each Officer
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57
10 18 12 8 12 9 2 8 19 12 10 2 6 12 10 12 10 17 3 5 10 6 3 3 2 2 12 3 2 10 3 6 4 3 12 6 6 12 10 10 19 11 11 12 19 3 14 12 4 18 11 10 4 2 15 12 3
12 7 3 12 10 6 12 5 3 3 18 6 - 3 5 6 2 9 12 9 12 3 12 12 6 4 6 16 10 5 6 - 14 19 18 18 - 11 3 2 3 4 2 10 7 - 4 - 7 2 6 - 14 16 9 8 19
6 13 20 3 - 3 14 12 14 19 2 4 - 6 2 10 20 - 19 6 4 1 19 19 3 18 3 2 5 9 4 - 12 - 10 2 - 3 12 6 18 14 6 6 9 - 10 - 3 16 2 - 2 18 3 3 6
14 19 16 10 - 19 - 10 6 - 7 14 - 10 16 3 16 - - 2 6 - - - 12 10 13 6 9 12 9 - - - 19 16 - 8 8 4 16 - 3 14 6 - 6 - 2 10 10 - 6 - 1 5 4
- 11 18 - - - - 2 7 - 19 3 - 9 - 8 18 - - 15 14 - - - 8 6 10 1 8 14 2 - - - 14 3 - 1 6 14 14 - 12 4 5 - 12 - - - 1 - 10 - - - 10
- 12 19 - - - - 3 15 - 3 1 - - - 14 19 - - 17 2 - - - - 19 - 17 - 4 1 - - - 3 19 - - 2 12 4 - 10 3 - - 8 - - - 20 - 18 - - - 12
- 9 - - - - - 4 11 - 6 10 - - - - - - - 18 3 - - - - 3 - 9 - 6 14 - - - 16 1 - - 4 - 13 - 1 2 - - 3 - - - - - 3 - - - -
- 6 - - - - - 14 13 - 12 12 - - - - - - - 16 7 - - - - - - 19 - 2 - - - - 2 5 - - 20 - 11 - 4 19 - - 7 - - - - - 1 - - - -
- 15 - - - - - 6 - - 16 9 - - - - - - - 10 11 - - - - - - - - 3 - - - - 4 20 - - 14 - 6 - 14 18 - - 13 - - - - - 8 - - - -
- - - - - - - 1 - - 4 5 - - - - - - - 1 13 - - - - - - - - - - - - - 6 17 - - - - 7 - 8 - - - 11 - - - - - - - - - -
- - - - - - - - - - - 18 - - - - - - - - 1 - - - - - - - - - - - - - - 9 - - - - - - 5 - - - 20 - - - - - - - - - -
- - - - - - - - - - - 16 - - - - - - - - 5 - - - - - - - - - - - - - - 15 - - - - - - - - - - - - - - - - - - - - -
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - 11 - - - - - - - - - - - - - - - - - - - - -
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - 7 - - - - - - - - - - - - - - - - - - - - -
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - 13 - - - - - - - - - - - - - - - - - - - - -
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - 8 - - - - - - - - - - - - - - - - - - - - -
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - 4 - - - - - - - - - - - - - - - - - - - - -
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - 10 - - - - - - - - - - - - - - - - - - - - -
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - 12 - - - - - - - - - - - - - - - - - - - - -
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - 14 - - - - - - - - - - - - - - - - - - - - - 


### Input Provided from Each Officer --recoded
choice 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 455 456 457 458
1 Portsmouth
ED		 Camp
Lejeune
Marine
Expeditionary
Unit		 San
Diego
ED		 Navy
Trauma
Training
Center		 San
Diego
ED		 Okinawa
ED		 Camp
Lejeune
ED		 Navy
Trauma
Training
Center		 Camp
Pendleton
Marine
Expeditionary
Unit		 San
Diego
ED		 Portsmouth
ED		 Camp
Lejeune
ED		 Jacksonville
ED		 San
Diego
ED		 Portsmouth
ED		 San
Diego
ED		 Portsmouth
ED		 3rd
Marine
Logistics
Group
(Okinawa)		 Camp
Pendleton
ED		 Guam
ED		 Portsmouth
ED		 Jacksonville
ED		 Camp
Pendleton
ED		 Camp
Pendleton
ED		 Camp
Lejeune
ED		 Camp
Lejeune
ED		 San
Diego
ED		 Camp
Pendleton
ED		 Camp
Lejeune
ED		 Portsmouth
ED		 Camp
Pendleton
ED		 Jacksonville
ED		 Ft.
Belvoir
ED		 Camp
Pendleton
ED		 San
Diego
ED		 Jacksonville
ED		 Jacksonville
ED		 San
Diego
ED		 Portsmouth
ED		 Portsmouth
ED		 Camp
Pendleton
Marine
Expeditionary
Unit		 Rota
ED		 Rota
ED		 San
Diego
ED		 Camp
Pendleton
Marine
Expeditionary
Unit		 Camp
Pendleton
ED		 Walter
Reed
ED		 San
Diego
ED		 Ft.
Belvoir
ED		 Camp
Lejeune
Marine
Expeditionary
Unit		 Rota
ED		 Portsmouth
ED		 Ft.
Belvoir
ED		 Camp
Lejeune
ED		 Yokosuka
ED		 San
Diego
ED		 Camp
Pendleton
ED
2 San
Diego
ED		 Naples
ED		 Camp
Pendleton
ED		 San
Diego
ED		 Portsmouth
ED		 Jacksonville
ED		 San
Diego
ED		 Guam
ED		 Camp
Pendleton
ED		 Camp
Pendleton
ED		 Camp
Lejeune
Marine
Expeditionary
Unit		 Jacksonville
ED		 - Camp
Pendleton
ED		 Guam
ED		 Jacksonville
ED		 Camp
Lejeune
ED		 Okinawa
ED		 San
Diego
ED		 Okinawa
ED		 San
Diego
ED		 Camp
Pendleton
ED		 San
Diego
ED		 San
Diego
ED		 Jacksonville
ED		 Ft.
Belvoir
ED		 Jacksonville
ED		 Camp
Lejeune
2nd
Marine
Logistics
Group
(MLG)		 Portsmouth
ED		 Guam
ED		 Jacksonville
ED		 - Walter
Reed
ED		 Camp
Pendleton
Marine
Expeditionary
Unit		 Camp
Lejeune
Marine
Expeditionary
Unit		 Camp
Lejeune
Marine
Expeditionary
Unit		 - Rota
ED		 Camp
Pendleton
ED		 Camp
Lejeune
ED		 Camp
Pendleton
ED		 Ft.
Belvoir
ED		 Camp
Lejeune
ED		 Portsmouth
ED		 Naples
ED		 - Ft.
Belvoir
ED		 - Naples
ED		 Camp
Lejeune
ED		 Jacksonville
ED		 - Walter
Reed
ED		 Camp
Lejeune
2nd
Marine
Logistics
Group
(MLG)		 Okinawa
ED		 Navy
Trauma
Training
Center		 Camp
Pendleton
Marine
Expeditionary
Unit
3 Jacksonville
ED		 Sigonella
ED		 Chem-Bio
Incident
Response
Force
(Indian
Head,
MD)		 Camp
Pendleton
ED		 - Camp
Pendleton
ED		 Walter
Reed
ED		 San
Diego
ED		 Walter
Reed
ED		 Camp
Pendleton
Marine
Expeditionary
Unit		 Camp
Lejeune
ED		 Ft.
Belvoir
ED		 - Jacksonville
ED		 Camp
Lejeune
ED		 Portsmouth
ED		 Chem-Bio
Incident
Response
Force
(Indian
Head,
MD)		 - Camp
Pendleton
Marine
Expeditionary
Unit		 Jacksonville
ED		 Ft.
Belvoir
ED		 29
Palms
ED		 Camp
Pendleton
Marine
Expeditionary
Unit		 Camp
Pendleton
Marine
Expeditionary
Unit		 Camp
Pendleton
ED		 Camp
Lejeune
Marine
Expeditionary
Unit		 Camp
Pendleton
ED		 Camp
Lejeune
ED		 Guam
ED		 Okinawa
ED		 Ft.
Belvoir
ED		 - San
Diego
ED		 - Portsmouth
ED		 Camp
Lejeune
ED		 - Camp
Pendleton
ED		 San
Diego
ED		 Jacksonville
ED		 Camp
Lejeune
Marine
Expeditionary
Unit		 Walter
Reed
ED		 Jacksonville
ED		 Jacksonville
ED		 Okinawa
ED		 - Portsmouth
ED		 - Camp
Pendleton
ED		 Camp
Lejeune
2nd
Marine
Logistics
Group
(MLG)		 Camp
Lejeune
ED		 - Camp
Lejeune
ED		 Camp
Lejeune
Marine
Expeditionary
Unit		 Camp
Pendleton
ED		 Camp
Pendleton
ED		 Jacksonville
ED
4 Walter
Reed
ED		 Camp
Pendleton
Marine
Expeditionary
Unit		 Camp
Lejeune
2nd
Marine
Logistics
Group
(MLG)		 Portsmouth
ED		 - Camp
Pendleton
Marine
Expeditionary
Unit		 - Portsmouth
ED		 Jacksonville
ED		 - Naples
ED		 Walter
Reed
ED		 - Portsmouth
ED		 Camp
Lejeune
2nd
Marine
Logistics
Group
(MLG)		 Camp
Pendleton
ED		 Camp
Lejeune
2nd
Marine
Logistics
Group
(MLG)		 - - Camp
Lejeune
ED		 Jacksonville
ED		 - - - San
Diego
ED		 Portsmouth
ED		 Sigonella
ED		 Jacksonville
ED		 Okinawa
ED		 San
Diego
ED		 Okinawa
ED		 - - - Camp
Pendleton
Marine
Expeditionary
Unit		 Camp
Lejeune
2nd
Marine
Logistics
Group
(MLG)		 - Navy
Trauma
Training
Center		 Navy
Trauma
Training
Center		 Ft.
Belvoir
ED		 Camp
Lejeune
2nd
Marine
Logistics
Group
(MLG)		 - Camp
Pendleton
ED		 Walter
Reed
ED		 Jacksonville
ED		 - Jacksonville
ED		 - Camp
Lejeune
ED		 Portsmouth
ED		 Portsmouth
ED		 - Jacksonville
ED		 - 29
Palms
ED		 Guam
ED		 Ft.
Belvoir
ED
5 - Rota
ED		 Camp
Lejeune
Marine
Expeditionary
Unit		 - - - - Camp
Lejeune
ED		 Naples
ED		 - Camp
Pendleton
Marine
Expeditionary
Unit		 Camp
Pendleton
ED		 - Okinawa
ED		 - Navy
Trauma
Training
Center		 Camp
Lejeune
Marine
Expeditionary
Unit		 - - Yokosuka
ED		 Walter
Reed
ED		 - - - Navy
Trauma
Training
Center		 Jacksonville
ED		 Portsmouth
ED		 29
Palms
ED		 Navy
Trauma
Training
Center		 Walter
Reed
ED		 Camp
Lejeune
ED		 - - - Walter
Reed
ED		 Camp
Pendleton
ED		 - 29
Palms
ED		 Jacksonville
ED		 Walter
Reed
ED		 Walter
Reed
ED		 - San
Diego
ED		 Ft.
Belvoir
ED		 Guam
ED		 - San
Diego
ED		 - - - 29
Palms
ED		 - Portsmouth
ED		 - - - Portsmouth
ED
6 - San
Diego
ED		 Camp
Pendleton
Marine
Expeditionary
Unit		 - - - - Camp
Pendleton
ED		 Yokosuka
ED		 - Camp
Pendleton
ED		 29
Palms
ED		 - - - Walter
Reed
ED		 Camp
Pendleton
Marine
Expeditionary
Unit		 - - 3rd
Marine
Logistics
Group
(Okinawa)		 Camp
Lejeune
ED		 - - - - Camp
Pendleton
Marine
Expeditionary
Unit		 - 3rd
Marine
Logistics
Group
(Okinawa)		 - Ft.
Belvoir
ED		 29
Palms
ED		 - - - Camp
Pendleton
ED		 Camp
Pendleton
Marine
Expeditionary
Unit		 - - Camp
Lejeune
ED		 San
Diego
ED		 Ft.
Belvoir
ED		 - Portsmouth
ED		 Camp
Pendleton
ED		 - - Navy
Trauma
Training
Center		 - - - Chem-Bio
Incident
Response
Force
(Indian
Head,
MD)		 - Camp
Lejeune
Marine
Expeditionary
Unit		 - - - San
Diego
ED
7 - Okinawa
ED		 - - - - - Ft.
Belvoir
ED		 Rota
ED		 - Jacksonville
ED		 Portsmouth
ED		 - - - - - - - Camp
Lejeune
Marine
Expeditionary
Unit		 Camp
Pendleton
ED		 - - - - Camp
Pendleton
ED		 - Okinawa
ED		 - Jacksonville
ED		 Walter
Reed
ED		 - - - Camp
Lejeune
2nd
Marine
Logistics
Group
(MLG)		 29
Palms
ED		 - - Ft.
Belvoir
ED		 - Sigonella
ED		 - 29
Palms
ED		 Camp
Lejeune
ED		 - - Camp
Pendleton
ED		 - - - - - Camp
Pendleton
ED		 - - - -
8 - Jacksonville
ED		 - - - - - Walter
Reed
ED		 Sigonella
ED		 - San
Diego
ED		 San
Diego
ED		 - - - - - - - Camp
Lejeune
2nd
Marine
Logistics
Group
(MLG)		 Naples
ED		 - - - - - - Camp
Pendleton
Marine
Expeditionary
Unit		 - Camp
Lejeune
ED		 - - - - Camp
Lejeune
ED		 Guam
ED		 - - Chem-Bio
Incident
Response
Force
(Indian
Head,
MD)		 - Rota
ED		 - Ft.
Belvoir
ED		 Camp
Pendleton
Marine
Expeditionary
Unit		 - - Naples
ED		 - - - - - 29
Palms
ED		 - - - -
9 - Yokosuka
ED		 - - - - - Jacksonville
ED		 - - Camp
Lejeune
2nd
Marine
Logistics
Group
(MLG)		 Okinawa
ED		 - - - - - - - Portsmouth
ED		 Rota
ED		 - - - - - - - - Camp
Pendleton
ED		 - - - - Ft.
Belvoir
ED		 Chem-Bio
Incident
Response
Force
(Indian
Head,
MD)		 - - Walter
Reed
ED		 - Jacksonville
ED		 - Walter
Reed
ED		 Camp
Lejeune
Marine
Expeditionary
Unit		 - - Sigonella
ED		 - - - - - Navy
Trauma
Training
Center		 - - - -
10 - - - - - - - 29
Palms
ED		 - - Ft.
Belvoir
ED		 Guam
ED		 - - - - - - - 29
Palms
ED		 Sigonella
ED		 - - - - - - - - - - - - - Jacksonville
ED		 3rd
Marine
Logistics
Group
(Okinawa)		 - - - - Naples
ED		 - Navy
Trauma
Training
Center		 - - - Rota
ED		 - - - - - - - - - -
11 - - - - - - - - - - - Camp
Lejeune
Marine
Expeditionary
Unit		 - - - - - - - - 29
Palms
ED		 - - - - - - - - - - - - - - Okinawa
ED		 - - - - - - Guam
ED		 - - - Chem-Bio
Incident
Response
Force
(Indian
Head,
MD)		 - - - - - - - - - -
12 - - - - - - - - - - - Camp
Lejeune
2nd
Marine
Logistics
Group
(MLG)		 - - - - - - - - Guam
ED		 - - - - - - - - - - - - - - Yokosuka
ED		 - - - - - - - - - - - - - - - - - - - - -
13 - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - Rota
ED		 - - - - - - - - - - - - - - - - - - - - -
14 - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - Naples
ED		 - - - - - - - - - - - - - - - - - - - - -
15 - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - Sigonella
ED		 - - - - - - - - - - - - - - - - - - - - -
16 - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - Navy
Trauma
Training
Center		 - - - - - - - - - - - - - - - - - - - - -
17 - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - Ft.
Belvoir
ED		 - - - - - - - - - - - - - - - - - - - - -
18 - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - Portsmouth
ED		 - - - - - - - - - - - - - - - - - - - - -
19 - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - San
Diego
ED		 - - - - - - - - - - - - - - - - - - - - -
20 - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - Walter
Reed
ED		 - - - - - - - - - - - - - - - - - - - - -

Matches

The skinny table below shows the pairs of command–officer matches. Notice that not all entities were matched. This is because there were 57 total billets (across 20 unique commands), but 58 officers. This is only the essential information. See the following section for a comprehensive table.

[1] 57 20
[1] 20 57
command
index		 officer
index		 command
rank		 officer
rank		 command
optimal		 officer
optimal		 matching slots
1 12 4 4 0 1 1 1
1 12 4 4 1 0 2 1
2 7 2 2 0 1 1 4
2 7 2 2 1 0 2 4
2 25 3 3 0 1 1 5
2 25 3 3 1 0 2 5
2 29 1 1 0 1 1 3
2 29 1 1 1 0 2 3
3 23 2 2 0 1 1 7
3 23 2 2 1 0 2 7
3 24 3 3 0 1 1 8
3 24 3 3 1 0 2 8
3 34 5 4 0 1 1 9
3 34 5 4 1 0 2 9
3 46 1 1 0 1 1 6
3 46 1 1 1 0 2 6
4 49 2 1 0 1 1 10
4 49 2 1 1 0 2 10
5 8 8 3 0 1 1 13
5 8 8 3 1 0 2 13
5 20 7 2 0 1 1 12
5 20 7 2 1 0 2 12
5 21 6 7 0 1 1 11
5 21 6 7 1 0 2 11
6 13 3 3 0 1 1 17
6 13 3 3 1 0 2 17
6 32 2 2 0 1 1 16
6 32 2 2 1 0 2 16
6 36 4 4 0 1 1 18
6 36 4 4 1 0 2 18
6 37 1 1 0 1 1 15
6 37 1 1 1 0 2 15
6 51 5 7 0 1 1 19
6 51 5 7 1 0 2 19
8 4 3 1 0 1 1 21
8 56 2 6 1 0 2 21
9 6 1 1 0 1 1 22
9 6 1 1 1 0 2 22
9 14 13 8 0 1 1 24
9 14 13 8 1 0 2 24
9 31 3 12 0 1 1 23
9 31 3 12 1 0 2 23
10 1 7 4 0 1 1 30
10 1 7 4 1 0 2 30
10 15 8 5 0 1 1 31
10 15 8 5 1 0 2 31
10 30 4 2 0 1 1 28
10 30 4 2 1 0 2 28
10 39 5 3 0 1 1 29
10 39 5 3 1 0 2 29
10 52 2 1 0 1 1 27
10 52 2 1 1 0 2 27
11 38 1 6 0 1 1 32
11 38 1 6 1 0 2 32
11 43 2 2 0 1 1 33
11 43 2 2 1 0 2 33
12 3 4 3 0 1 1 36
12 3 4 3 1 0 2 36
12 4 6 6 1 0 2 38
12 5 2 2 0 1 1 35
12 5 2 2 1 0 2 35
12 35 5 4 0 1 1 37
12 35 5 4 1 0 2 37
12 48 1 1 0 1 1 34
12 48 1 1 1 0 2 34
12 56 8 5 0 1 1 38
13 27 1 1 0 1 1 39
13 27 1 1 1 0 2 39
14 33 1 2 0 1 1 40
14 33 1 2 1 0 2 40
14 47 2 2 0 1 1 41
14 47 2 2 1 0 2 41
15 55 1 1 0 1 1 42
15 55 1 1 1 0 2 42
16 28 1 5 0 1 1 43
16 28 1 5 1 0 2 43
16 54 4 5 0 1 1 44
16 54 4 5 1 0 2 44
17 18 1 1 0 1 1 46
17 18 1 1 1 0 2 46
18 2 1 1 0 1 1 50
18 2 1 1 1 0 2 50
18 11 2 7 0 1 1 51
18 11 2 7 1 0 2 51
18 50 8 3 0 1 1 52
18 50 8 3 1 0 2 52
18 53 9 15 0 1 1 53
18 53 9 15 1 0 2 53
19 9 1 1 0 1 1 54
19 9 1 1 1 0 2 54
19 41 2 2 0 1 1 55
19 41 2 2 1 0 2 55
19 45 5 3 0 1 1 56
19 45 5 3 1 0 2 56

Display

The final table shows the indices of only the successful matches, along with the following information:

  • the hopsital ID and name (command id and command name),
  • the maximum number of billets for a command (billet count max),
  • the officer ID and name (officer id and officer name last),
  • the preference expressed from the command for the officer (preference from command)
  • the preference expressed from the officer for the command (preference from officer)

In this demonstration, notice that not all commands filled every billet.

command
index		 officer
index		 command
rank		 officer
rank		 command
id		 command
name		 billet
count
max		 officer
id		 officer
tag		 officer
name
last
1 12 4 4 c_201 29 Palms ED 2 o_412 9aa1 Lambert
1 12 4 4 c_201 29 Palms ED 2 o_412 9aa1 Lambert
2 7 2 2 c_202 Camp Lejeune ED 3 o_407 wnaf Glover
2 7 2 2 c_202 Camp Lejeune ED 3 o_407 wnaf Glover
2 25 3 3 c_202 Camp Lejeune ED 3 o_425 tb5t Young
2 25 3 3 c_202 Camp Lejeune ED 3 o_425 tb5t Young
2 29 1 1 c_202 Camp Lejeune ED 3 o_429 85i6 Coolie
2 29 1 1 c_202 Camp Lejeune ED 3 o_429 85i6 Coolie
3 23 2 2 c_203 Camp Pendleton ED 4 o_423 vqdq Walker
3 23 2 2 c_203 Camp Pendleton ED 4 o_423 vqdq Walker
3 24 3 3 c_203 Camp Pendleton ED 4 o_424 d6hs Xiong
3 24 3 3 c_203 Camp Pendleton ED 4 o_424 d6hs Xiong
3 34 5 4 c_203 Camp Pendleton ED 4 o_434 525l Hyer
3 34 5 4 c_203 Camp Pendleton ED 4 o_434 525l Hyer
3 46 1 1 c_203 Camp Pendleton ED 4 o_446 wfv3 Tut
3 46 1 1 c_203 Camp Pendleton ED 4 o_446 wfv3 Tut
4 49 2 1 c_204 Ft. Belvoir ED 1 o_449 lptr Wilson
4 49 2 1 c_204 Ft. Belvoir ED 1 o_449 lptr Wilson
5 8 8 3 c_205 Guam ED 4 o_408 as5q Harris
5 8 8 3 c_205 Guam ED 4 o_408 as5q Harris
5 20 7 2 c_205 Guam ED 4 o_420 paed Taylor
5 20 7 2 c_205 Guam ED 4 o_420 paed Taylor
5 21 6 7 c_205 Guam ED 4 o_421 zaif Underwood
5 21 6 7 c_205 Guam ED 4 o_421 zaif Underwood
6 13 3 3 c_207 Jacksonville ED 5 o_413 5sjg Murray
6 13 3 3 c_207 Jacksonville ED 5 o_413 5sjg Murray
6 32 2 2 c_207 Jacksonville ED 5 o_432 785o Flag
6 32 2 2 c_207 Jacksonville ED 5 o_432 785o Flag
6 36 4 4 c_207 Jacksonville ED 5 o_436 0cot Jack
6 36 4 4 c_207 Jacksonville ED 5 o_436 0cot Jack
6 37 1 1 c_207 Jacksonville ED 5 o_437 ojoz Kippler
6 37 1 1 c_207 Jacksonville ED 5 o_437 ojoz Kippler
6 51 5 7 c_207 Jacksonville ED 5 o_451 fjh2 Yu
6 51 5 7 c_207 Jacksonville ED 5 o_451 fjh2 Yu
8 4 3 1 c_209 Navy Trauma Training Center 1 o_404 pd7n Davidson
8 56 2 6 c_209 Navy Trauma Training Center 1 o_457 7-Jun Easton
9 6 1 1 c_210 Okinawa ED 5 o_406 m8w6 Forsyth
9 6 1 1 c_210 Okinawa ED 5 o_406 m8w6 Forsyth
9 14 13 8 c_210 Okinawa ED 5 o_414 k1lv Nash
9 14 13 8 c_210 Okinawa ED 5 o_414 k1lv Nash
9 31 3 12 c_210 Okinawa ED 5 o_431 6ust Estes
9 31 3 12 c_210 Okinawa ED 5 o_431 6ust Estes
10 1 7 4 c_211 Portsmouth ED 5 o_401 xvxe Abraham
10 1 7 4 c_211 Portsmouth ED 5 o_401 xvxe Abraham
10 15 8 5 c_211 Portsmouth ED 5 o_415 cn7q Oliver
10 15 8 5 c_211 Portsmouth ED 5 o_415 cn7q Oliver
10 30 4 2 c_211 Portsmouth ED 5 o_430 zkff Dulles
10 30 4 2 c_211 Portsmouth ED 5 o_430 zkff Dulles
10 39 5 3 c_211 Portsmouth ED 5 o_439 ob7u Michaels
10 39 5 3 c_211 Portsmouth ED 5 o_439 ob7u Michaels
10 52 2 1 c_211 Portsmouth ED 5 o_452 lsg3 Zack
10 52 2 1 c_211 Portsmouth ED 5 o_452 lsg3 Zack
11 38 1 6 c_212 Rota ED 2 o_438 tun2 Laurence
11 38 1 6 c_212 Rota ED 2 o_438 tun2 Laurence
11 43 2 2 c_212 Rota ED 2 o_443 yocg Quincy
11 43 2 2 c_212 Rota ED 2 o_443 yocg Quincy
12 3 4 3 c_213 San Diego ED 5 o_403 x0qi Carr
12 3 4 3 c_213 San Diego ED 5 o_403 x0qi Carr
12 4 6 6 c_213 San Diego ED 5 o_404 pd7n Davidson
12 5 2 2 c_213 San Diego ED 5 o_405 87cl Ellison
12 5 2 2 c_213 San Diego ED 5 o_405 87cl Ellison
12 35 5 4 c_213 San Diego ED 5 o_435 cbku Instance
12 35 5 4 c_213 San Diego ED 5 o_435 cbku Instance
12 48 1 1 c_213 San Diego ED 5 o_448 nkql Vince
12 48 1 1 c_213 San Diego ED 5 o_448 nkql Vince
12 56 8 5 c_213 San Diego ED 5 o_457 7-Jun Easton
13 27 1 1 c_214 Sigonella ED 1 o_427 9je3 Aikman
13 27 1 1 c_214 Sigonella ED 1 o_427 9je3 Aikman
14 33 1 2 c_215 Walter Reed ED 2 o_433 6zmz Grind
14 33 1 2 c_215 Walter Reed ED 2 o_433 6zmz Grind
14 47 2 2 c_215 Walter Reed ED 2 o_447 goed Unger
14 47 2 2 c_215 Walter Reed ED 2 o_447 goed Unger
15 55 1 1 c_216 Yokosuka ED 1 o_456 0izt Dyer
15 55 1 1 c_216 Yokosuka ED 1 o_456 0izt Dyer
16 28 1 5 c_217 Camp Lejeune 2nd Marine Logistics Group (MLG) 3 o_428 vzno Bell
16 28 1 5 c_217 Camp Lejeune 2nd Marine Logistics Group (MLG) 3 o_428 vzno Bell
16 54 4 5 c_217 Camp Lejeune 2nd Marine Logistics Group (MLG) 3 o_455 zs4z Colgate
16 54 4 5 c_217 Camp Lejeune 2nd Marine Logistics Group (MLG) 3 o_455 zs4z Colgate
17 18 1 1 c_218 3rd Marine Logistics Group (Okinawa) 4 o_418 bakn Rampling
17 18 1 1 c_218 3rd Marine Logistics Group (Okinawa) 4 o_418 bakn Rampling
18 2 1 1 c_219 Camp Lejeune Marine Expeditionary Unit 4 o_402 kobl Bailey
18 2 1 1 c_219 Camp Lejeune Marine Expeditionary Unit 4 o_402 kobl Bailey
18 11 2 7 c_219 Camp Lejeune Marine Expeditionary Unit 4 o_411 2tb7 Knox
18 11 2 7 c_219 Camp Lejeune Marine Expeditionary Unit 4 o_411 2tb7 Knox
18 50 8 3 c_219 Camp Lejeune Marine Expeditionary Unit 4 o_450 2w56 Xiang
18 50 8 3 c_219 Camp Lejeune Marine Expeditionary Unit 4 o_450 2w56 Xiang
18 53 9 15 c_219 Camp Lejeune Marine Expeditionary Unit 4 o_453 lgds Ades
18 53 9 15 c_219 Camp Lejeune Marine Expeditionary Unit 4 o_453 lgds Ades
19 9 1 1 c_220 Camp Pendleton Marine Expeditionary Unit 3 o_409 pb8x Ince
19 9 1 1 c_220 Camp Pendleton Marine Expeditionary Unit 3 o_409 pb8x Ince
19 41 2 2 c_220 Camp Pendleton Marine Expeditionary Unit 3 o_441 ovvy Object
19 41 2 2 c_220 Camp Pendleton Marine Expeditionary Unit 3 o_441 ovvy Object
19 45 5 3 c_220 Camp Pendleton Marine Expeditionary Unit 3 o_445 fg86 Sherman
19 45 5 3 c_220 Camp Pendleton Marine Expeditionary Unit 3 o_445 fg86 Sherman

Unmatched

There were 2 commands which didn’t match to at least one officer. Similarly, there were 11 officers which didn’t match to at least one command.

command
id		 command
name		 billet
count
max		 command
index
208 Naples ED 1 7
221 Chem-Bio Incident Response Force (Indian Head, MD) 1 20
officer
id		 officer
tag		 officer
name
last		 officer
index
410 5t8r Jones 10
416 1qhj Paige 16
417 s9l6 Quinn 17
419 pt9y Sutherland 19
422 h8pg Vaughan 22
426 d2nz Zimmer 26
440 27vk Never 40
442 bqrp Power 42
444 yk8a Rolls 44
454 jp1a Byron NA
458 jmhn Fox 57

Desirability

Finally, the desirability of the the entities can be represented several ways. Perhaps the simplest is plotting how each entity ranked each other. In the first graph, each column represents the rankings received by an officer; the diamond represents the officer’s mean rank. If all commands believed the officer was the best fit for them, all 20 blue dots (as well as the diamond) would be at \(y\)=1. The second graph is similar, but reflects the desirability of each command, from the officer’s perspective. These blue points are distributed more evenly than in the real world, because the preference data was (simply) generated.

Session Information

We would like to address any questions or suggestions during any stage of the evaluation. Please contact Richard C. Childers, CDR NPC, PERS-4415.

For the sake of documentation and reproducibility, the current report was rendered on a system using the following software.

Report rendered by wbeasley at 2018-01-29, 09:18 -0600
R version 3.4.3 Patched (2017-12-05 r73849)
Platform: x86_64-w64-mingw32/x64 (64-bit)
Running under: Windows 7 x64 (build 7601) Service Pack 1

Matrix products: default

locale:
[1] LC_COLLATE=English_United States.1252  LC_CTYPE=English_United States.1252   
[3] LC_MONETARY=English_United States.1252 LC_NUMERIC=C                          
[5] LC_TIME=English_United States.1252    

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
[1] bindrcpp_0.2       ggplot2_2.2.1.9000 magrittr_1.5       knitr_1.18        

loaded via a namespace (and not attached):
 [1] gmp_0.5-13.1             Rcpp_0.12.15             highr_0.6               
 [4] bindr_0.1                pillar_1.0.1             compiler_3.4.3          
 [7] plyr_1.8.4               matchingMarkets_0.3-4    tools_3.4.3             
[10] partitions_1.9-19        digest_0.6.13            evaluate_0.10.1         
[13] memoise_1.1.0            tibble_1.4.1             gtable_0.2.0            
[16] lattice_0.20-35          pkgconfig_2.0.1          rlang_0.1.6             
[19] yaml_2.1.16              parallel_3.4.3           polynom_1.3-9           
[22] rJava_0.9-9              dplyr_0.7.4              withr_2.1.1.9000        
[25] stringr_1.2.0            USNavyBillets_0.1.2.9000 devtools_1.13.4         
[28] hms_0.4.0                tidyselect_0.2.3         rprojroot_1.3-2         
[31] grid_3.4.3               glue_1.2.0               R6_2.2.2                
[34] rmarkdown_1.8            purrr_0.2.4              readr_1.1.1             
[37] tidyr_0.7.2              backports_1.1.2          scales_0.5.0.9000       
[40] htmltools_0.3.6          RcppProgress_0.4         assertthat_0.2.0        
[43] lpSolve_5.6.13           colorspace_1.3-2         labeling_0.3            
[46] stringi_1.1.6            lazyeval_0.2.1           munsell_0.4.3