Research & Beyond

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Tin­g­long Dai

Research & Beyond

I build the the­o­ry and the evi­dence for how artificial intelligence reshapes healthcare, the supply chains that sus­tain it, and the markets that sur­round it. Not a plug-in tool, but a sys­tem-lev­el force that rewrites how insti­tu­tions decide, how incen­tives steer behav­ior, and how sys­tems weath­er disruption.

Trained at Carnegie Mel­lon in a pro­gram span­ning busi­ness and com­put­er sci­ence, I con­nect algo­rithms with prac­tice, pol­i­cy, and insti­tu­tions. My work mod­els when and how AI is used, show­ing how deploy­ment choic­es shape diag­no­sis, treat­ment, and trust. It advances those mod­els through ran­dom­ized tri­als, eco­nom­ic analy­ses, and behav­ioral stud­ies. At the sys­tem lev­el, I study how reim­burse­ment, lia­bil­i­ty, and reg­u­la­tion gov­ern adop­tion, and how crises expose fragili­ty in phar­ma­ceu­ti­cal and med­ical-device sup­ply chains.

Unit­ing the­o­ry, empir­i­cal val­i­da­tion, and insti­tu­tion­al analy­sis to define the emerg­ing dis­ci­pline of AI in operations.

05

Books

AI in Supply Chains book cover
Springer Series in Sup­ply Chain Man­age­ment · 2026

AI in Supply Chains

Per­spec­tives from Glob­al Thought Leaders

Edit­ed by Maxime C. Cohen & Tin­g­long Dai · Springer · Amazon

Con­trib­u­tors

Naren­dra Agraw­al · Gad Allon · Robert N. Boute · Gérard P. Cachon · Zhe Chen · Mor­ris A. Cohen · Rares Cris­t­ian · Vinayak Desh­pande · Jan C. Fran­soo · Joren Gijs­brechts · Pavithra Har­sha · Ming Hu · Pınar Keskinocak · Caleb Kwon · Hau L. Lee · Sheng Liu · Kon­stan­ti­na Mel­lou · Ishai Men­ache · Jason Miller · Ser­guei Netes­sine · Tava Lennon Olsen · Jee­van Pathuri · Robert Peels · Geor­gia Per­akis · Yongzhi Qi · Ananth Raman · Anne G. Robin­son · Zuo-Jun Max Shen · Masha Shunko · David Sim­chi-Levi · Han­nah Smal­l­ey · Jing-Sheng Jean­nette Song · Jayashankar M. Swami­nathan · Christo­pher S. Tang · Srid­har Tayur · Max­i­m­il­iano Ude­nio · Jan A. Van Mieghem · Fran­cis de Véri­court · Yuqian Xu · Den­nis J. Zhang

Handbook of Healthcare Analytics book cover
Wiley · 2018

Handbook of Healthcare Analytics

The The­o­ret­i­cal Min­i­mum for Con­duct­ing 21st-Cen­tu­ry Research on Health­care Operations

Edit­ed by Tin­g­long Dai & Srid­har Tayur

Endorsed by

Nitin Nohria · John P. Roberts · Alvin E. Roth Nobel Lau­re­ate · Christo­pher S. Tang

Con­trib­u­tors

Mustafa Akan · Itai Ash­la­gi · Baris Ata · Tur­gay Ayer · Qiushi Chen · Soo-Haeng Cho · Don­ald Fis­ch­er · Nagesh Gavir­neni · Joel Goh · Diwas KC · Vidyad­har Kulka­rni · Nadia Lahrichi · Jay Levine · Nan Liu · Karthik Natara­jan · Rema Pad­man · Cem Ran­da · Louis-Mar­tin Rousseau · Alan Scheller-Wolf · Hum­my Song · Jayashankar M. Swami­nathan · Van-Anh Truong · Willem-Jan Van Hoeve · Senthil Veer­aragha­van · Hui Zhao

07

Awards & Honors

2026
Springer Nature Edi­tor of Dis­tinc­tion Award, npj Dig­i­tal Medicine
2025
MSOM Soci­ety Best Asso­ciate Edi­tor Award, Man­u­fac­tur­ing & Ser­vice Oper­a­tions Management
MSOM Soci­ety Best Asso­ciate Edi­tor Award, Man­age­ment Sci­ence, Hon­or­able Mention
2024
The Johns Hop­kins Nexus Award (Research Category)
2023
Com­mence­ment Speak­er, Doc­tor­al Com­mence­ment and Hood­ing Cer­e­mo­ny, Tep­per School of Busi­ness, Carnegie Mel­lon University
2022
The Johns Hop­kins Dis­cov­ery Award
Man­age­ment Sci­ence Dis­tin­guished Ser­vice Award
Finan­cial Times Respon­si­ble Busi­ness Edu­ca­tion Award, Runner-up
MSOM Soci­ety Ser­vice SIG Best Paper Award, Finalist
2021
The World’s Best 40 Under 40 MBA Pro­fes­sors, Poets & Quants
Johns Hop­kins Glob­al MBA Grad­u­a­tion Keynote Speaker
Fel­low, Luo­han Academy
Man­u­fac­tur­ing & Ser­vice Oper­a­tions Man­age­ment Mer­i­to­ri­ous Ser­vice Award
2020
The Johns Hop­kins Dis­cov­ery Award
Wick­ham Skin­ner Ear­ly Career Award (Run­ner-Up)
2019
Mal­one Cen­ter for Engi­neer­ing in Health­care Seed Grant Award
for the project “Per­son­al­ized Radi­a­tion Ther­a­py Treat­ment Plan­ning” (role: co-PI)
Dean’s Award for Fac­ul­ty Excellence
Black & Deck­er Com­pet­i­tive Research Grant
2018
Pro­duc­tion and Oper­a­tions Man­age­ment Best Review­er Award
2017
INFORMS Pub­lic Sec­tor Oper­a­tions Research Best Paper Award
for the paper “Jumping the Line, Charitably: Analysis and Remedy of Donor-Priority Rule
2016
POMS Best Health­care Paper Award (Run­ner-Up)
for the paper enti­tled “Clinical Ambiguity and Conflicts of Interests in Interventional Cardiology Decision-Making.”
2015
The Johns Hop­kins Dis­cov­ery Award
for the project “Clin­i­cal Ambi­gu­i­ty and Con­flicts of Inter­ests in Inter­ven­tion­al Car­di­ol­o­gy Deci­sion-Mak­ing” (role: lead PI)
2014
Elwood S. Buf­fa Doc­tor­al Dis­ser­ta­tion Award (Final­ist)
for the dis­ser­ta­tion enti­tled “Incen­tives in U.S. Health­care Oper­a­tions” (Summary).
2013
POMS Col­lege of Sup­ply Chain Man­age­ment Best Stu­dent Paper Award (Final­ist)
for the paper enti­tled “Con­tract­ing for On-Time Deliv­ery in the U.S. Influen­za Vac­cine Sup­ply Chain.”
2012
POMS Best Health­care Paper Award (First Place Win­ner)
for the paper enti­tled “Imag­ing Room and Beyond: The Under­ly­ing Eco­nom­ics behind Physi­cians’ Test-Order­ing Behav­ior in Out­pa­tient Services.”
INFORMS Pier­skalla Award for the Best Paper in Health­care (Run­ner-Up)
for the paper enti­tled “Con­tract­ing for On-Time Deliv­ery in the U.S. Influen­za Vac­cine Sup­ply Chain.”
INFORMS Case Com­pe­ti­tion (Sec­ond Place Win­ner)
for the teach­ing case “Patient Expe­ri­ence Improve­ment at UPMC Eye Center.”
08

Invited Seminars

114 research sem­i­nars and col­lo­quia at uni­ver­si­ties and insti­tu­tions world­wide, list­ed A–Z by host.

A

  • Amer­i­can Uni­ver­si­ty, Kogod School of Busi­ness 2024
  • Ari­zona State Uni­ver­si­ty, Cen­ter for Accel­er­at­ing Oper­a­tional Effi­cien­cy 2021
  • Aston Uni­ver­si­ty, Aston Busi­ness School 2023

B

  • Bilkent Uni­ver­si­ty, Depart­ment of Indus­tri­al Engi­neer­ing 2021
  • Blue Cross Blue Shield Asso­ci­a­tion, Wash­ing­ton, D.C. 2026
  • Boston Col­lege, Car­roll School of Man­age­ment 2018
  • Bran­deis Uni­ver­si­ty, Inter­na­tion­al Busi­ness School 2021

C

  • Cardiff Uni­ver­si­ty, School of Math­e­mat­ics 2017
  • Carnegie Mel­lon Uni­ver­si­ty, Tep­per School of Busi­ness & INFORMS Chap­ter 2021
  • Carnegie Mel­lon Uni­ver­si­ty, Tep­per School of Busi­ness 2017
  • Case West­ern Reserve Uni­ver­si­ty, Weath­er­head School of Man­age­ment 2024
  • Chi­nese Uni­ver­si­ty of Hong Kong, CUHK Busi­ness School 2017
  • City Uni­ver­si­ty of Hong Kong, CityU Col­lege of Busi­ness 2016
  • City Uni­ver­si­ty of New York, Baruch Col­lege 2020
  • Clark­son Uni­ver­si­ty, School of Busi­ness 2015
  • Col­lege of William & Mary, Depart­ment of Math­e­mat­ics 2016
  • Cor­nell Uni­ver­si­ty, SC John­son Col­lege of Busi­ness 2018
  • Cor­nell Uni­ver­si­ty, John­son Grad­u­ate School of Man­age­ment 2013

D

  • Duke Uni­ver­si­ty, Fuqua School of Busi­ness 2021

E

  • Emory Uni­ver­si­ty, Goizue­ta Busi­ness School 2023

G

  • George Wash­ing­ton Uni­ver­si­ty, School of Busi­ness 2023
  • George­town Uni­ver­si­ty, McDo­nough School of Busi­ness 2017
  • Geor­gia Insti­tute of Tech­nol­o­gy, Scheller Col­lege of Busi­ness, 2024
  • Geor­gia Insti­tute of Tech­nol­o­gy, H. Mil­ton Stew­art School of Indus­tri­al and Sys­tems Engi­neer­ing 2017

H

  • Har­vard Uni­ver­si­ty, Har­vard Busi­ness School 2023
  • Hong Kong Uni­ver­si­ty of Sci­ence & Tech­nol­o­gy, Depart­ment of Indus­tri­al Engi­neer­ing and Logis­tics Man­age­ment 2016

I

  • Indi­ana Uni­ver­si­ty, Kel­ley School of Busi­ness 2020
  • INFORMS Ser­vice Sci­ence Online Forum Series 2025
  • INSEAD 2020
  • Insti­tute for Math­e­mat­i­cal and Sta­tis­ti­cal Inno­va­tion 2023

J

  • Johns Hop­kins Med­i­cine, Arm­strong Insti­tute for Patient Safe­ty and Qual­i­ty 2026
  • Johns Hop­kins Med­i­cine, JHI Part­ners Forum 2019
  • Johns Hop­kins Uni­ver­si­ty, Bloomberg School of Pub­lic Health, Cen­ter for Health Ser­vices Out­comes Research 2025
  • Johns Hop­kins Uni­ver­si­ty, Bloomberg School of Pub­lic Health, Cen­ter for Health Ser­vices Out­comes Research 2023
  • Johns Hop­kins Uni­ver­si­ty, Bloomberg School of Pub­lic Health, Cen­ter for Health Ser­vices Out­comes Research 2021
  • Johns Hop­kins Uni­ver­si­ty, Carey Busi­ness School 2013
  • Johns Hop­kins Uni­ver­si­ty, Depart­ment of Applied Math­e­mat­ics and Sta­tis­tics 2022
  • Johns Hop­kins Uni­ver­si­ty, Divi­sion of Infec­tious Dis­eases 2024
  • Johns Hop­kins Uni­ver­si­ty, Hop­kins Busi­ness of Health Ini­tia­tive 2022
  • Johns Hop­kins Uni­ver­si­ty, School of Med­i­cine, Depart­ment of Plas­tic & Recon­struc­tive Surgery 2023
  • Johns Hop­kins Uni­ver­si­ty, School of Nurs­ing, Cen­ter for Immer­sive Learn­ing and Dig­i­tal Inno­va­tions 2023
  • Johns Hop­kins Uni­ver­si­ty, School of Nurs­ing, Health Equi­ty Sem­i­nar 2025
  • Johns Hop­kins Uni­ver­si­ty, School of Nurs­ing, Health Equi­ty Sem­i­nar 2024
  • Johns Hop­kins Uni­ver­si­ty, School of Nurs­ing, Health Equi­ty Sem­i­nar 2023

L

  • Lehigh Uni­ver­si­ty, Col­lege of Busi­ness 2024
  • Lon­don Busi­ness School 2025
  • Lon­don Busi­ness School 2019

M

  • McGill Uni­ver­si­ty, Desau­tels Fac­ul­ty of Man­age­ment 2024
  • McGill Uni­ver­si­ty, Ben­sadoun School of Retail Man­age­ment, Thought Leader Series 2021
  • Min­neso­ta, Carl­son School of Man­age­ment 2025

U

  • UCL Insti­tute of Oph­thal­mol­o­gy 2025
  • Uni­ver­si­ty at Buf­fa­lo, School of Man­age­ment 2024
  • Uni­ver­si­ty Col­lege Lon­don, UCL School of Man­age­ment 2025
  • Uni­ver­si­ty Col­lege Lon­don, UCL School of Man­age­ment 2019
  • Uni­ver­si­ty of Alber­ta, Alber­ta School of Busi­ness 2023
  • Uni­ver­si­ty of British Colum­bia, Saud­er School of Busi­ness 2017
  • Uni­ver­si­ty of Cal­i­for­nia, Berke­ley, Haas School of Busi­ness 2013
  • Uni­ver­si­ty of Cal­i­for­nia, Irvine, Paul Mer­age School of Busi­ness 2024
  • Uni­ver­si­ty of Cal­i­for­nia, Los Ange­les, UCLA Ander­son School of Man­age­ment 2022
  • Uni­ver­si­ty of Cal­i­for­nia, River­side, School of Busi­ness 2022
  • Uni­ver­si­ty of Cam­bridge, Judge Busi­ness School 2023
  • Uni­ver­si­ty of Cam­bridge, Judge Busi­ness School 2019
  • Uni­ver­si­ty of Chica­go, Booth School of Busi­ness 2017
  • Uni­ver­si­ty of Chica­go, Booth School of Busi­ness 2016
  • Uni­ver­si­ty of Cincin­nati, Lind­ner Col­lege of Busi­ness 2023
  • Uni­ver­si­ty of Col­orado Boul­der, Leeds School of Busi­ness, Leeds AI Research Forum 2026
  • Uni­ver­si­ty of Con­necti­cut, School of Busi­ness 2021
  • Uni­ver­si­ty of Dubai, Col­lege of Busi­ness Admin­is­tra­tion 2023
  • Uni­ver­si­ty of Hong Kong, Asia Glob­al Insti­tute 2022
  • Uni­ver­si­ty of Hong Kong, Fac­ul­ty of Busi­ness and Eco­nom­ics 2013
  • Uni­ver­si­ty of Illi­nois Urbana-Cham­paign, Gies Col­lege of Busi­ness 2022
  • Uni­ver­si­ty of Kansas, School of Busi­ness 2021
  • Uni­ver­si­ty of Liv­er­pool, Man­age­ment School 2024
  • Uni­ver­si­ty of Mary­land, Robert H. Smith School of Busi­ness 2022
  • Uni­ver­si­ty of Mass­a­chu­setts Amherst, INFORMS Chap­ter 2022
  • Uni­ver­si­ty of Mem­phis, FedEx Insti­tute of Tech­nol­o­gy 2025
  • Uni­ver­si­ty of Mia­mi, Mia­mi Her­bert Busi­ness School, Health­care Ana­lyt­ics Work­shop 2024
  • Uni­ver­si­ty of Min­neso­ta, Carl­son School of Man­age­ment 2013
  • Uni­ver­si­ty of Nebraska–Lincoln, Col­lege of Busi­ness 2022
  • Uni­ver­si­ty of North Car­oli­na at Chapel Hill, Kenan-Fla­gler Busi­ness School 2022
  • Uni­ver­si­ty of North Car­oli­na at Chapel Hill, Kenan-Fla­gler Busi­ness School–Healthcare OM Work­shop 2019
  • Uni­ver­si­ty of Notre Dame, Men­doza Col­lege of Busi­ness 2026
  • Uni­ver­si­ty of Oxford, Saïd Busi­ness School 2019
  • Uni­ver­si­ty of Penn­syl­va­nia, The Whar­ton School 2023
  • Uni­ver­si­ty of Rochester, Simon Busi­ness School 2019
  • Uni­ver­si­ty of South­ern Cal­i­for­nia, Gould School of Law 2023
  • Uni­ver­si­ty of South­ern Cal­i­for­nia, Mar­shall School of Busi­ness, 2023
  • Uni­ver­si­ty of South­ern Cal­i­for­nia, Depart­ment of Indus­tri­al and Sys­tems Engi­neer­ing 2015
  • Uni­ver­si­ty of Texas at Dal­las, Naveen Jin­dal School of Man­age­ment 2018
  • Uni­ver­si­ty of Toron­to, Rot­man School of Man­age­ment 2023
  • Uni­ver­si­ty of Utah, David Eccles School of Busi­ness 2013
  • Uni­ver­si­ty of Vir­ginia, Dar­d­en School of Busi­ness 2018
  • Uni­ver­si­ty of Wash­ing­ton, Fos­ter School of Busi­ness, MSCM Leader Series 2021
  • Uni­ver­si­ty of Water­loo, Depart­ment of Man­age­ment Sci­ences 2015
  • Uni­ver­si­ty of Wisconsin–Madison, Wis­con­sin School of Busi­ness 2019

N

  • Nanyang Tech­no­log­i­cal Uni­ver­si­ty, Nanyang Busi­ness School 2025
  • Nation­al Uni­ver­si­ty of Sin­ga­pore, NUS Busi­ness School 2020

T

  • The Ohio State Uni­ver­si­ty, Fish­er Col­lege of Busi­ness 2022
  • Tem­ple Uni­ver­si­ty, Fox School of Busi­ness 2024
  • Tem­ple Uni­ver­si­ty, Fox School of Busi­ness 2021
  • Texas Chris­t­ian Uni­ver­si­ty, Nee­ley School of Busi­ness, Nee­ley Ana­lyt­ics Ini­tia­tive, Keynote speak­er 2022

O

  • Ore­gon State Uni­ver­si­ty, Sup­ply Chain Coun­cil 2022

Q

  • Queen’s Uni­ver­si­ty, Smith School of Busi­ness 2023

R

  • Rice Uni­ver­si­ty, Jones Grad­u­ate School of Busi­ness 2024
  • Rut­gers Uni­ver­si­ty, Rut­gers Busi­ness School, Post-Pan­dem­ic Sup­ply Chain and Health­care Man­age­ment Con­fer­ence 2021

S

  • Sapien­za Uni­ver­si­ty of Rome, Depart­ment of Com­put­er, Con­trol, and Man­age­ment Engi­neer­ing Anto­nio Ruber­ti 2019
  • Sin­ga­pore Man­age­ment Uni­ver­si­ty, Lee Kong Chi­an School of Busi­ness 2020
  • Stan­ford Uni­ver­si­ty, Grad­u­ate School of Busi­ness 2023
  • Stan­ford Uni­ver­si­ty, Eco­nom­ics of Trans­plan­ta­tion Work­shop 2020
  • Stevens Insti­tute of Tech­nol­o­gy, School of Busi­ness 2013
  • Syra­cuse Uni­ver­si­ty, Whit­man School of Man­age­ment 2025

V

  • Vir­ginia Tech, Pam­plin Col­lege of Busi­ness 2025

W

  • Wash­ing­ton Uni­ver­si­ty in St. Louis, Olin Busi­ness School 2020

Y

  • Yale Uni­ver­si­ty, Yale School of Man­age­ment 2013
09

Professional Service

INFORMS Nation­al Lead­er­shipVice Pres­i­dent, Mar­ket­ing, Com­mu­ni­ca­tions & Out­reachInsti­tute for Oper­a­tions Research and the Man­age­ment Sci­ences (INFORMS) · 2024–present · elect­ed officer
Found­ing Depart­ment Edi­torAI in Oper­a­tions depart­mentManufacturing & Service Operations Management · with Maxime Cohen · 2026–present

Editorial Boards

Asso­ciate Editor
2022–present
Senior Edi­tor
2025–present
Senior Edi­tor
2019–present
Asso­ciate Editor
2024–present
Edi­to­r­i­al Board
2024–present
Asso­ciate Editor
2024–2026
Guest Edi­tor
Service Science, Spe­cial Issue on AI
2024–present
Asso­ciate Editor
2019–present
Asso­ciate Editor
2020–2025

Committees & Leadership

Review­ing & judging
Jour­nal Review­er Man­age­ment Sci­ence, Man­u­fac­tur­ing and Ser­vice Oper­a­tions Man­age­ment, Mar­ket­ing Sci­ence, Oper­a­tions Research, Nature, Nature Com­mu­ni­ca­tions, NEJM AI, Jour­nal of Mar­ket­ing Research, Jour­nal of Health Eco­nom­ics, Con­tem­po­rary Account­ing Research, Pro­duc­tion and Oper­a­tions Man­age­ment, Naval Research Logis­tics, IISE Trans­ac­tions, NEJM Cat­a­lyst, Sci­en­tif­ic Reports, Cal­i­for­nia Man­age­ment Review, Net­works, Vac­cine, Games, PNAS Nexus, PLOS One, Ser­vice Sci­ence, Med­ical Deci­sion Mak­ing, Socio-Eco­nom­ic Plan­ning Sci­ences, Jour­nal of the Oper­a­tional Research Soci­ety, Euro­pean Jour­nal of Oper­a­tional Research, Autonomous Agents and Mul­ti-Agent Sys­tems, Deci­sion Sci­ences, Oper­a­tions Research for Health Care, etc.
Con­fer­ence Review­er MSOM Ser­vice SIG (2017, 2018, 2019, 2020, 2021, 2022, 2023); MSOM Health­care SIG (2017, 2018, 2019, 2020, 2022, 2023); MSOM Tech­nol­o­gy, Inno­va­tion and Entre­pre­neur­ship SIG (2023); MSOM Sup­ply Chain Man­age­ment SIG (2020, 2022); MSOM iFORM SIG (2018); Annu­al Meet­ing of the Soci­ety for Med­ical Deci­sion Mak­ing (2013, 2014, 2015, 2019); The Inau­gur­al ACM con­fer­ence on Equi­ty and Access in Algo­rithms, Mech­a­nisms, and Opti­miza­tion (EAAMO ’21)
Judge SAS Prac­tice Prize (2024); The Inau­gur­al Wal­ly Hopp Best Health­care Paper Award (2023); POMS Col­lege of Health­care Oper­a­tions Man­age­ment Best Paper Com­pe­ti­tion (2013, 2016, 2017, 2018, 2019, 2020, 2021, 2022); INFORMS Pub­lic Sec­tor Oper­a­tions Research Best Paper Com­pe­ti­tion (2020); INFORMS TIMES Best Work­ing Paper Award (2020, 2021); INFORMS JFIG Paper Com­pe­ti­tion (2019, 2020); Johns Hop­kins Dis­cov­ery Award (2016, 2017, 2018, 2019, 2020, 2022, 2023); Johns Hop­kins Cat­a­lyst Award (2017, 2019, 2022); Elwood S. Buf­fa Doc­tor­al Dis­ser­ta­tion Award (2018); INFORMS Health Appli­ca­tion Soci­ety Best Stu­dent Paper Com­pe­ti­tion (2017, 2023); CSAMSE Best Paper Com­pe­ti­tion (2021, 2022)