ACKNOWLEDGMENTS

Phau ntawv no muaj tag nrho tshooj ntawm kev sib koom tes ua ke, tab sis nws yog ib qho kev sib koom ua ke. Kuj tsuas yog phau ntawv no tsis muaj nyob rau hauv nws yog tsis pub rau kev txhawb siab ntawm ntau cov neeg zoo thiab cov koom haum. Rau qhov ntawd, kuv zoo siab kawg li.

Ntau tus neeg tau muab cov tswv yim txog ib los yog ntau dua ntawm cov tshooj no lossis tau sib tham nrog kuv txog phau ntawv. Rau cov lus tshaj tawm no, Kuv xav thov kev ywj pheej rau Allcott, David Baker, Solon Baracas, Chico Bastos, Ken Benoit, Clark Bernier, Michael Bernstein, Megan Blanchard, Josh Blumenstock, Tom Boellstorff, Robert Bond, Moira Burke, Yo-Yo Chen, Dalton Conley, Shelley Correll, Jennifer Dellack, Don Dillman, Don Dillman, Ethan Yawg, Nick Feamster, Cybelle Fox, Maggie Frye, Alan Gerber, Sharad Goel, Don Green, Eitan Hersh, Jake Hofman, Greg Huber, Joanna Huey, Patrick Ishizuka, Ben Jones , Steve Kelling, Dawn Koffman, Sasha Killewald, Harrissa Lamothe, Andrés Lajous, David Lee, Amy Lerman, Meagan Levinson, Andrew Ledford, Kevin Lewis, Dai Li, Karen Levy, Ian Lundberg, Xiao Ma, Andrew Mao, John Levi Martin, Judie Miller, Arvind Naranyanan, Gina Neff, Cathy O'Neil, Nicole Pangborn, Ryan Parsons, Devah Pager, Arnold van de Rijt, David Rothschild, Bill Salganik, Laura Salganik, Christian Sandvig, Mattias Smångs, Sid Suri, Naomi Sugie, Brandon Stewart, Michael Szell, Sean Taylor, Florencia Torche, Rajan Vaish, Jan thiab Vertesi, Taylor Winfield, Han Zhang, thiab Simone Zhang. Kuv kuj xav ua tsaug rau peb cov neeg tsis sib xyuas npe uas muab tswv yim tawm tswv yim.

Kuv kuj tau txais cov tswv yim zoo heev txog cov neeg tuaj koom hauv Kev Tshawb Xyuas Kev Qhib Qhia: qhib kev, qhib lub lag luam, kev ua lag luam, kev sib tw, cc23, cfelton, chase171, kev sib tw, DBLarremore, differentgranite, dmerson, dmf, efosse, fasiha, hrthomas, huntr, kev ua si, kev sib tw, kev sib tw, kev sib tw, kev sib tw, kev sib tw, kev sib tw, kev sib tw, kev sib tw, sib tw, Stephen_L_Morgan, sweissman, powder, thiab vnemana. Kuv kuj xav ua tsaug Sloan Foundation thiab Josh Greenberg los txhawb txoj Kev Ntsuas Kev Tshawb Pom Tawm. Yog tias koj xav muab koj phau ntawv los ntawm Kev Tshawb Fawb, thov mus xyuas hauv http://www.openreviewtoolkit.org.

Kuv kuj xav ua tsaug rau cov koom haum thiab cov neeg koom hauv cov txheej xwm nram qab no uas kuv muaj sij hawm los tham txog phau ntawv: Cornell Tech Connective Media Seminar; Princeton Centre rau Kev Tshawb Fawb ntawm Kev Ncaj Ncees Txoj Cai Seminar; Stanford HCI Colloquium; Berkeley Sociology Colloquium; Russell Sage Foundation Ua Haujlwm Pabcuam ntawm Nyiaj Txiag Xees Phos; Princeton DeCamp Bioethics Seminar; Columbia Quantitative Methods hauv Kev Txuj Ci Kev Soj Ntsuam; Princeton Center for Information Technology Policy Technology thiab Society Reading Group; Simons lub koom haum rau Theory of Computing Workshop rau Kev Taw Qhia Tshiab hauv Computational Social Science & Kev Tshawb Fawb Txog Kev Tshawb Fawb; Data thiab Society Research Lub Rooj Sab Laj; University of Chicago, Sociology Colloquium; Thoob Ntiaj Teb Sib Tham rau Computational Social Science; Cov Tsev Kawm Ntawv Tshaj Lij Txog Lub Tsev Kawm Ntawv Tshaj Lij ntawm Microsoft Tshawb Fawb Lub Zej Zog rau Kev Tshawb Fawb (Industrial and Applied Mathematics) (SIAM) Lub Rooj Sab Laj Txhua Xyoo; Indiana University, Karl F. Schuessler Qhuab ntuas nyob rau hauv Txoj Kev Lom Zem ntawm Social Research; lub koom haum Oxford Internet; MIT, Tsev Kawm Ntawv Sloan of Management; AT & T tshawb fawb 'Renaissance Technologies; Tsev kawm ntawv qib siab University of Washington, Seminar Cov Ntaub Ntawv Kawm; SocInfo 2016; Kev tshawb fawb Microsoft, Redmond; Johns Hopkins, Qhov Kev Ntsuam Xyuas Neeg; New York City Data Science Seminar; thiab ICWSM 2017.

Ntau cov menyuam kawm ntawv tau ntau xyoo dhau los muaj cov tswv yim hauv phau ntawv no. Kuv xav tshwj xeeb tshaj yog xav ua tsaug rau cov menyuam kawm ntawv hauv Sociology 503 (Cov Tswvyim thiab Hom Kev Kawm Txuj Ci) rau Lub Xyoo 2016 kom nyeem tau cov ntawv sau ua ntej, thiab cov menyuam kawm ntawv hauv Sociology 596 (Computational Social Science) hauv Fall 2017 rau kev kuaj sim tiav cov ntawv sau rau hauv phau ntawv no.

Lwm qhov chaw zoo tswv yim yog kuv phau ntawv cob qhia uas tau tsim los ntawm Princeton Center rau Txoj Kev Kawm ntawm Kev Ncaj Ncees Kev Ncaj Ncees. Kuv xav ua tsaug rau Marcus Prior thiab Michele Epstein txhawb txoj kev cob qhia. Thiab kuv xav ua tsaug rau tag nrho cov neeg koom nrog uas tau siv sijhawm los ntawm lawv lub neej tsis zoo los pab kuv txhim kho phau ntawv: Elizabeth Bruch, Paul DiMaggio, Filiz Garip, Meagan Levinson, Karen Levy, Mor Naaman, Sean Taylor, Markus Prior, Jess Metcalf , Brandon Stewart, Duncan Watts, thiab Han Zhang. Nws yeej yog ib hnub zoo-yog ib qho uas zoo siab tshaj plaws thiab muaj txiaj ntsim ntawm kuv txoj hauj lwm-thiab kuv cia siab tias kuv tau txais kev txawj ntse ntawm qhov chaw hauv chav ntawd rau hauv daim ntawv kawg.

Ob peb lwm tus neeg tsim nyog ua tsaug tshwj xeeb. Duncan Watts yog kuv tus xibfwb tshaj lij, thiab nws yog kuv cov lus qhuab qhia uas tau txais kuv kev txaus siab txog kev tshawb fawb hauv cov laus; tsis muaj qhov kev paub uas kuv tau kawm tiav hauv lub tsev kawm ntawv phau ntawv no yuav tsis muaj nyob. Paul DiMaggio yog thawj tus neeg los txhawb kuv kom sau phau ntawv no. Txhua yam tshwm sim ib tav su thaum peb tseem tab tom tos lub tshuab kas fes hauv Wallace Hall, thiab kuv tseem nco qab tias txog thaum ntawd, lub tswv yim ntawm kev sau ib phau ntawv yeej tsis tau hla kuv lub siab. Kuv zoo siab rau nws rau txoj kev ntseeg kuv hais tias kuv muaj ib yam dab tsi los hais. Kuv kuj xav ua tsaug rau Karen Levy rau kev nyeem tag nrho cov tshooj hauv lawv cov ntaub ntawv ntxov thiab sib tw; Nws pab kuv pom cov duab loj thaum kuv tau daig hauv cov nroj. Kuv xav ua tsaug rau Arvind Narayanan rau kev pabcuam kuv kom paub tseeb thiab ua kom zoo dua qhov kev sib cav nyob rau hauv phau ntawv rau ntau ntau cov kev noj su. Brandon Stewart ib txwm zoo siab los sib tham los saib rau tshooj, thiab nws txoj kev xav thiab kev txhawb zog tau ua rau kuv txav mus rau yav tom ntej, txawm tias thaum kuv pib tsav kev mus los. Thiab, thaum kawg, kuv xav ua tsaug rau Marissa King rau kev pab kuv tuaj nrog lub npe rau phau ntawv no ib tav su tshav ntuj hauv New Haven.

Thaum sau phau ntawv no, kuv tau txais txiaj ntsim los ntawm kev txhawb nqa ntawm peb lub tsev kawm ntawv: Princeton University, Microsoft Research, thiab Cornell Tech. Ua ntej, hauv Princeton University, Kuv xav thov ua tsaug rau kuv cov neeg ua haujlwm thiab cov menyuam kawm ntawv nyob hauv Department of Sociology rau kev tsim thiab tswj kev coj noj coj ua thiab kev txhawb nqa. Kuv kuj xav ua tsaug rau Lub Chaw Sib Hais Qhia Txog Technology rau txoj kev muab kuv lub tswv yim zoo thib ob hauv tsev uas kuv yuav kawm tau ntxiv txog seb cov kws tshawb fawb pom hauv ntiaj teb. Cov ntu ntawm phau ntawv no tau muab sau cia thaum kuv tuaj ntawm lub nroog Princeton, thiab thaum lub sij hawm cov neeg yoojyim kuv muaj hmoo txaus siv sijhawm nyob hauv ob lub tswv yim zoo heev. Ua ntej, kuv xav ua tsaug Microsoft Research New York City ua kuv lub tsev nyob rau xyoo 2013-14. Jennifer Chayes, David Pennock, thiab tag nrho pawg neeg suav kev ua haujlwm tau zoo tshaj plaws thiab cov npoj yaig. Qhov thib ob, Kuv xav ua tsaug rau Cornell Tech ua rau kuv lub tsev nyob rau xyoo 2015-16. Dan Huttenlocher, Mor Naaman, thiab txhua tus neeg hauv Kev Txuj Ci Xib Fwb tau pab tsim Cornell Tech qhov chaw zoo tshaj plaws rau kuv kom tiav phau ntawv no. Ntau txoj hauv kev, phau ntawv no yog hais txog kev sib txuas lus tswv yim los ntawm kev tshawb fawb los ntawm kev tshawb fawb thiab kev tshawb fawb, thiab Microsoft Research thiab Cornell Tech yog cov qauv ntawm hom kev paub txog kev txawj ntse no.

Thaum sau phau ntawv no, kuv tau kev pab tshawb nrhav zoo heev. Kuv xav thov ua tsaug rau Han Zhang, tshwj xeeb tshaj yog rau nws pab ua cov duab hauv phau ntawv no. Kuv xav thov ua tsaug rau Yo-Yo Chen, tshwj xeeb tshaj yog rau nws pab sau cov dej num hauv phau ntawv no. Thaum kawg, kuv xav thov ua tsaug rau Judie Miller thiab Kristen Matlofsky rau txhua yam.

Lub vas sab ntawm phau ntawv no yog tsim los ntawm Luke Baker, Paul Yuen, thiab Alan Ritari ntawm Pawg Neeg Koom Haum Agathon. Ua hauj lwm nrog lawv ntawm no yog ib lub Library, zoo li ib txwm. Kuv xav thov ua tsaug rau Luvkas tseem tsim cov txheej txheem rau hauv phau ntawv no thiab pab kuv navigate qhov tsaus fab ntawm Go, Pandoc, thiab Ua.

Kuv xav ua tsaug rau cov neeg tuaj koom nrog rau cov haujlwm nram qab no uas peb siv: Git, pandoc, pandoc-crossref, pandoc-citeproc, pandoc-citeproc-preamble, Hypothesis, Middleman, Bootstrap, Nokogiri, GNU Ua, Vagrant, Ua tau zoo, LaTeX, thiab Zotero. Tag nrho cov duab hauv phau ntawv no tau tsim nyob rau hauv R (R Core Team 2016) , thiab siv cov pob khoom nram qab no: ggplot2 (Wickham 2009) , dock (Hadley Wickham and Francois 2015) , reshape2 (Wickham 2007) , stringr (Hadley Wickham 2015) tsheb (Fox and Weisberg 2011) , cowplot (Wilke 2016) , png (Urbanek 2013) , grid (R Core Team 2016) , thiab ggrepel (Slowikowski 2016) . Kuv kuj xav ua tsaug rau Kieran Healy rau nws tus ncej blog uas tau txais kuv pib nrog pandoc.

Kuv xav ua tsaug rau Arnout van de Rijt thiab David Rothschild rau kev muab cov ntaub ntawv siv los mus ua si qee cov duab los ntawm lawv cov ntaub ntawv thiab Josh Blumenstock thiab Raj Chetty rau kev sau cov pej xeem cov ntaub ntawv muaj.

Nyob rau hauv Princeton University Press, Kuv xav ua tsaug Eric Schwartz leej twg ntseeg tias qhov kev kawm no pib, thiab Meagan Levinson uas pab ua qhov tseeb. Meagan yog qhov zoo tshaj plaws editor tias ib tug txawj sau ntawv yuav muaj; nws yeej ib txwm muaj los txhawb nqa qhov no, nyob rau hauv zoo lub sij hawm thiab nyob rau hauv phem lub sij hawm. Kuv zoo siab ua tsaug rau nws txoj kev txhawb nqa hloov siab tshiab raws li qhov project tau hloov. Al Bertrand tau ua haujlwm zoo rau lub sijhawm Meagan tau tawm, thiab Samantha Nader thiab Kathleen Cioffi tau pab xa daim ntawv no mus ua ib phau ntawv tiag tiag.

Thaum kawg, Kuv xav ua tsaug rau kuv cov phooj ywg thiab tsev neeg. Koj tau txhawb nqa qhov kev tshawb fawb no ntawm ntau txoj hauv kev, feem ntau ntawm txoj kev uas koj tsis paub txawm. Kuv xav tshwj xeeb los ua kuv niam kuv txiv, Laura thiab Bill, thiab kuv niam kuv txiv, Jim thiab Cheryl, rau lawv txoj kev nkag siab thaum lub phiaj xwm no tau mus thiab nyob rau. Kuv kuj xav ua tsaug rau kuv cov me nyuam. Eli thiab Theo, koj tau thov kuv ntau zaus thaum kuv phau ntawv yuav thaum kawg . Zoo, nws yog thaum kawg tiav lawm. Thiab, qhov tseem ceeb, Kuv xav ua tsaug rau kuv tus poj niam Amanda. Kuv paub tseeb tias koj dhau lawm uas xav tsis thoob thaum phau ntawv no thaum kawg yuav tiav, tab sis koj tsis tau pom nws. Xyoo dhau los no kuv tau ua haujlwm hauv phau ntawv no, Kuv tau tawm ntau dhau lawm, ob qho tag nrho lub cev thiab lub hlwb. Kuv zoo siab heev ntawm koj txoj kev txhawb nqa thiab kev hlub.