{"id":2962528,"identifier":"DVN/5D4UAY","persistentUrl":"https://doi.org/10.7910/DVN/5D4UAY","protocol":"doi","authority":"10.7910","separator":"/","publisher":"Harvard Dataverse","publicationDate":"2016-12-01","storageIdentifier":"file://10.7910/DVN/5D4UAY","datasetType":"dataset","datasetVersion":{"id":134535,"datasetId":2962528,"datasetPersistentId":"doi:10.7910/DVN/5D4UAY","storageIdentifier":"file://10.7910/DVN/5D4UAY","versionNumber":2,"versionMinorNumber":0,"versionState":"RELEASED","latestVersionPublishingState":"RELEASED","deaccessionLink":"","UNF":"UNF:6:DhId/eClThCi+kDAKUgEug==","lastUpdateTime":"2018-03-20T10:33:53Z","releaseTime":"2018-03-20T10:33:53Z","createTime":"2018-03-20T10:31:35Z","publicationDate":"2016-12-01","citationDate":"2016-12-01","license":{"name":"CC0 1.0","uri":"http://creativecommons.org/publicdomain/zero/1.0","iconUri":"https://licensebuttons.net/p/zero/1.0/88x31.png","rightsIdentifier":"CC0-1.0","rightsIdentifierScheme":"SPDX","schemeUri":"https://spdx.org/licenses/","languageCode":"en"},"fileAccessRequest":false,"metadataBlocks":{"citation":{"displayName":"Citation Metadata","name":"citation","fields":[{"typeName":"title","multiple":false,"typeClass":"primitive","value":"Replication Data for: Expand innovation finance via crowdfunding"},{"typeName":"author","multiple":true,"typeClass":"compound","value":[{"authorName":{"typeName":"authorName","multiple":false,"typeClass":"primitive","value":"Sorenson, Olav"},"authorAffiliation":{"typeName":"authorAffiliation","multiple":false,"typeClass":"primitive","value":"Yale University"},"authorIdentifierScheme":{"typeName":"authorIdentifierScheme","multiple":false,"typeClass":"controlledVocabulary","value":"ORCID"}},{"authorName":{"typeName":"authorName","multiple":false,"typeClass":"primitive","value":"Assenova, Valentina "},"authorAffiliation":{"typeName":"authorAffiliation","multiple":false,"typeClass":"primitive","value":"Yale University"},"authorIdentifier":{"typeName":"authorIdentifier","multiple":false,"typeClass":"primitive","value":"0000-0002-5637-8139"}},{"authorName":{"typeName":"authorName","multiple":false,"typeClass":"primitive","value":"Li, Guan-Cheng"},"authorAffiliation":{"typeName":"authorAffiliation","multiple":false,"typeClass":"primitive","value":"University of California, Berkeley"}},{"authorName":{"typeName":"authorName","multiple":false,"typeClass":"primitive","value":"Boada, Jason"},"authorAffiliation":{"typeName":"authorAffiliation","multiple":false,"typeClass":"primitive","value":"IBM"}},{"authorName":{"typeName":"authorName","multiple":false,"typeClass":"primitive","value":"Fleming, Lee"},"authorAffiliation":{"typeName":"authorAffiliation","multiple":false,"typeClass":"primitive","value":"University of California, Berkeley"}}]},{"typeName":"datasetContact","multiple":true,"typeClass":"compound","value":[{"datasetContactName":{"typeName":"datasetContactName","multiple":false,"typeClass":"primitive","value":"Assenova, Valentina "},"datasetContactAffiliation":{"typeName":"datasetContactAffiliation","multiple":false,"typeClass":"primitive","value":"Yale University"},"datasetContactEmail":{"typeName":"datasetContactEmail","multiple":false,"typeClass":"primitive","value":"valentina.assenova@yale.edu"}}]},{"typeName":"dsDescription","multiple":true,"typeClass":"compound","value":[{"dsDescriptionValue":{"typeName":"dsDescriptionValue","multiple":false,"typeClass":"primitive","value":"Using data on Kickstarter campaigns and venture capital investments from 2009-2015, we explored whether crowdfunding expanded access to financial capital, in the sense of supporting innovation in more geographically diverse regions than venture capital.  Over this period, crowdfunding has supported projects in many regions that have attracted little or no venture capital. Within regions, moreover, the evidence suggests that successful crowdfunding campaigns attract future venture capital investments and that they have been doing so at an increasing rate. Crowdfunding therefore appears to be expanding access to capital to a larger pool of innovators.\r\n"},"dsDescriptionDate":{"typeName":"dsDescriptionDate","multiple":false,"typeClass":"primitive","value":"2015-12-01"}}]},{"typeName":"subject","multiple":true,"typeClass":"controlledVocabulary","value":["Business and Management","Social Sciences"]},{"typeName":"keyword","multiple":true,"typeClass":"compound","value":[{"keywordValue":{"typeName":"keywordValue","multiple":false,"typeClass":"primitive","value":"crowdfunding"}},{"keywordValue":{"typeName":"keywordValue","multiple":false,"typeClass":"primitive","value":"innovation"}},{"keywordValue":{"typeName":"keywordValue","multiple":false,"typeClass":"primitive","value":"venture capital"}}]},{"typeName":"publication","multiple":true,"typeClass":"compound","value":[{"publicationCitation":{"typeName":"publicationCitation","multiple":false,"typeClass":"primitive","value":"Olav Sorenson, Valentina Assenova, Guan-Cheng Li, Jason Boada, Lee Fleming. \"Expand innovation finance via crowdfunding.\" Science  23 Dec 2016: Vol. 354, Issue 6319, pp. 1526-1528\r\nDOI: 10.1126/science.aaf6989"},"publicationURL":{"typeName":"publicationURL","multiple":false,"typeClass":"primitive","value":"http://funginstitute.berkeley.edu/research/innovation-in-tech/publications/"}}]},{"typeName":"language","multiple":true,"typeClass":"controlledVocabulary","value":["English"]},{"typeName":"grantNumber","multiple":true,"typeClass":"compound","value":[{"grantNumberAgency":{"typeName":"grantNumberAgency","multiple":false,"typeClass":"primitive","value":"National Science Foundation"},"grantNumberValue":{"typeName":"grantNumberValue","multiple":false,"typeClass":"primitive","value":"1536022."}},{"grantNumberAgency":{"typeName":"grantNumberAgency","multiple":false,"typeClass":"primitive","value":"Coleman Fung Institute for Engineering Leadership"}},{"grantNumberAgency":{"typeName":"grantNumberAgency","multiple":false,"typeClass":"primitive","value":"Ewing Marion Kauffman Foundation"}},{"grantNumberAgency":{"typeName":"grantNumberAgency","multiple":false,"typeClass":"primitive","value":"Yale School of Management"}}]},{"typeName":"depositor","multiple":false,"typeClass":"primitive","value":"Assenova, Valentina "},{"typeName":"dateOfDeposit","multiple":false,"typeClass":"primitive","value":"2016-12-01"},{"typeName":"timePeriodCovered","multiple":true,"typeClass":"compound","value":[{"timePeriodCoveredStart":{"typeName":"timePeriodCoveredStart","multiple":false,"typeClass":"primitive","value":"2009"},"timePeriodCoveredEnd":{"typeName":"timePeriodCoveredEnd","multiple":false,"typeClass":"primitive","value":"2015"}}]}]}},"files":[{"description":"coefficient estimates and standard errors from 2SLS IV models for *all* investments for coefficient plots","label":"coeffs_all.tab","restricted":false,"version":1,"datasetVersionId":134535,"dataFile":{"id":2962546,"persistentId":"doi:10.7910/DVN/5D4UAY/BL6VYJ","pidURL":"https://doi.org/10.7910/DVN/5D4UAY/BL6VYJ","filename":"coeffs_all.tab","contentType":"text/tab-separated-values","friendlyType":"Tab-Delimited","filesize":789,"description":"coefficient estimates and standard errors from 2SLS IV models for *all* investments for coefficient plots","storageIdentifier":"s3://dvn-cloud:158bb7efb2f-b47bde6f51b5","originalFileFormat":"text/csv","originalFormatLabel":"Comma Separated Values","originalFileSize":764,"originalFileName":"coeffs_all.csv","UNF":"UNF:6:NlyHZ4vVZZsKmzKD4KjTfA==","rootDataFileId":-1,"md5":"4327316ec2e14db98be6d645e7c1fb6c","checksum":{"type":"MD5","value":"4327316ec2e14db98be6d645e7c1fb6c"},"tabularData":true,"creationDate":"2016-12-01","publicationDate":"2016-12-01","fileAccessRequest":false}},{"description":"gini coefficient estimates and bootstrapped standard errors for coefficients plots","label":"coeffs_gini.tab","restricted":false,"version":1,"datasetVersionId":134535,"dataFile":{"id":2962529,"persistentId":"doi:10.7910/DVN/5D4UAY/6VFAIL","pidURL":"https://doi.org/10.7910/DVN/5D4UAY/6VFAIL","filename":"coeffs_gini.tab","contentType":"text/tab-separated-values","friendlyType":"Tab-Delimited","filesize":1035,"description":"gini coefficient estimates and bootstrapped standard errors for coefficients plots","storageIdentifier":"s3://dvn-cloud:158bb7efbba-f1a12a09736e","originalFileFormat":"text/csv","originalFormatLabel":"Comma Separated Values","originalFileSize":1142,"originalFileName":"coeffs_gini.csv","UNF":"UNF:6:IgzTnP8j0TuvHNuJdyToXA==","rootDataFileId":-1,"md5":"cc4bec68b4d2437c004af9520a3a92d1","checksum":{"type":"MD5","value":"cc4bec68b4d2437c004af9520a3a92d1"},"tabularData":true,"creationDate":"2016-12-01","publicationDate":"2016-12-01","fileAccessRequest":false}},{"description":"coefficient estimates and standard errors from 2SLS IV models used for coefficient plots","label":"coeffs.tab","restricted":false,"version":1,"datasetVersionId":134535,"dataFile":{"id":2962540,"persistentId":"doi:10.7910/DVN/5D4UAY/VHA8PT","pidURL":"https://doi.org/10.7910/DVN/5D4UAY/VHA8PT","filename":"coeffs.tab","contentType":"text/tab-separated-values","friendlyType":"Tab-Delimited","filesize":132,"description":"coefficient estimates and standard errors from 2SLS IV models used for coefficient plots","storageIdentifier":"s3://dvn-cloud:158bb7efbc8-db7c603a2052","originalFileFormat":"text/csv","originalFormatLabel":"Comma Separated Values","originalFileSize":144,"originalFileName":"coeffs.csv","UNF":"UNF:6:DBsIwoC1qlw50efqrx8y1A==","rootDataFileId":-1,"md5":"9539c2e49551df5b5f429ddbcb3e6b51","checksum":{"type":"MD5","value":"9539c2e49551df5b5f429ddbcb3e6b51"},"tabularData":true,"creationDate":"2016-12-01","publicationDate":"2016-12-01","fileAccessRequest":false}},{"description":"coefficient estimates and standard errors from 2SLS IV models for *tech only* investments for coefficient plots","label":"coeffs_tech.tab","restricted":false,"version":1,"datasetVersionId":134535,"dataFile":{"id":2962550,"persistentId":"doi:10.7910/DVN/5D4UAY/QI7STF","pidURL":"https://doi.org/10.7910/DVN/5D4UAY/QI7STF","filename":"coeffs_tech.tab","contentType":"text/tab-separated-values","friendlyType":"Tab-Delimited","filesize":133,"description":"coefficient estimates and standard errors from 2SLS IV models for *tech only* investments for coefficient plots","storageIdentifier":"s3://dvn-cloud:158bb7efbd8-2ba2a1740706","originalFileFormat":"text/csv","originalFormatLabel":"Comma Separated Values","originalFileSize":145,"originalFileName":"coeffs_tech.csv","UNF":"UNF:6:oNELrXM3/CYy+x9BUB5xGA==","rootDataFileId":-1,"md5":"58426da2f57970ffc41d833fee52634e","checksum":{"type":"MD5","value":"58426da2f57970ffc41d833fee52634e"},"tabularData":true,"creationDate":"2016-12-01","publicationDate":"2016-12-01","fileAccessRequest":false}},{"description":"replication of the VC and Kickstarter TF-IDF categorical overlaps\r\n","label":"crosswalks.m","restricted":false,"version":1,"datasetVersionId":134535,"dataFile":{"id":2962534,"persistentId":"doi:10.7910/DVN/5D4UAY/F77HTS","pidURL":"https://doi.org/10.7910/DVN/5D4UAY/F77HTS","filename":"crosswalks.m","contentType":"text/plain; charset=US-ASCII","friendlyType":"Plain Text","filesize":3204,"description":"replication of the VC and Kickstarter TF-IDF categorical overlaps\r\n","storageIdentifier":"s3://dvn-cloud:158bb7efbd6-04fcdd86c981","rootDataFileId":-1,"md5":"221343212497c36bd9d6538a54f5c845","checksum":{"type":"MD5","value":"221343212497c36bd9d6538a54f5c845"},"tabularData":false,"creationDate":"2016-12-01","publicationDate":"2016-12-01","fileAccessRequest":false}},{"description":"dictionary of words used across VC categories and Kickstarter textual descriptions\r\n","label":"dict","restricted":false,"version":1,"datasetVersionId":134535,"dataFile":{"id":2962538,"persistentId":"doi:10.7910/DVN/5D4UAY/HPMKLX","pidURL":"https://doi.org/10.7910/DVN/5D4UAY/HPMKLX","filename":"dict","contentType":"text/plain; charset=US-ASCII","friendlyType":"Plain Text","filesize":1273594,"description":"dictionary of words used across VC categories and Kickstarter textual descriptions\r\n","storageIdentifier":"s3://dvn-cloud:158bb7f12cc-29aff7d60cde","rootDataFileId":-1,"md5":"6e1ede68270522b86cc6e9a8cca9aac9","checksum":{"type":"MD5","value":"6e1ede68270522b86cc6e9a8cca9aac9"},"tabularData":false,"creationDate":"2016-12-01","publicationDate":"2016-12-01","fileAccessRequest":false}},{"description":"vector representation of VC categorical and Kickstarter textual descriptions","label":"docu","restricted":false,"version":1,"datasetVersionId":134535,"dataFile":{"id":2962551,"persistentId":"doi:10.7910/DVN/5D4UAY/AQQBME","pidURL":"https://doi.org/10.7910/DVN/5D4UAY/AQQBME","filename":"docu","contentType":"text/plain; charset=US-ASCII","friendlyType":"Plain Text","filesize":56085179,"description":"vector representation of VC categorical and Kickstarter textual descriptions","storageIdentifier":"s3://dvn-cloud:158bb80214a-337860c2201f","rootDataFileId":-1,"md5":"e9e24d077d7bb699ab3704fed2f4eb4b","checksum":{"type":"MD5","value":"e9e24d077d7bb699ab3704fed2f4eb4b"},"tabularData":false,"creationDate":"2016-12-01","publicationDate":"2016-12-01","fileAccessRequest":false}},{"description":"fips-county level codes and names for matching to shape files","label":"fips-by-state.tab","restricted":false,"version":1,"datasetVersionId":134535,"dataFile":{"id":2962545,"persistentId":"doi:10.7910/DVN/5D4UAY/3LXLH7","pidURL":"https://doi.org/10.7910/DVN/5D4UAY/3LXLH7","filename":"fips-by-state.tab","contentType":"text/tab-separated-values","friendlyType":"Tab-Delimited","filesize":88080,"description":"fips-county level codes and names for matching to shape files","storageIdentifier":"s3://dvn-cloud:158bb7f03b4-5e12927e8a1d","originalFileFormat":"text/csv","originalFormatLabel":"Comma Separated Values","originalFileSize":75521,"originalFileName":"fips-by-state.csv","UNF":"UNF:6:thUBtku1jo2Z8YhdejAT1A==","rootDataFileId":-1,"md5":"55b92c6c4d677f8f3f745ea3c5c96b78","checksum":{"type":"MD5","value":"55b92c6c4d677f8f3f745ea3c5c96b78"},"tabularData":true,"creationDate":"2016-12-01","publicationDate":"2016-12-01","fileAccessRequest":false}},{"description":"county-year data used for calculation of locational Gini coefficients  ","label":"gini.tab","restricted":false,"version":1,"datasetVersionId":134535,"dataFile":{"id":2962532,"persistentId":"doi:10.7910/DVN/5D4UAY/R1N1HT","pidURL":"https://doi.org/10.7910/DVN/5D4UAY/R1N1HT","filename":"gini.tab","contentType":"text/tab-separated-values","friendlyType":"Tab-Delimited","filesize":2641196,"description":"county-year data used for calculation of locational Gini coefficients  ","storageIdentifier":"s3://dvn-cloud:158bb7f36a2-d29128c6565a","originalFileFormat":"text/csv","originalFormatLabel":"Comma Separated Values","originalFileSize":2507148,"originalFileName":"gini.csv","UNF":"UNF:6:8OV0tu2sHHUC+NbmiCPx6Q==","rootDataFileId":-1,"md5":"ad987e662c0c5224d31afd3a40c74ca7","checksum":{"type":"MD5","value":"ad987e662c0c5224d31afd3a40c74ca7"},"tabularData":true,"creationDate":"2016-12-01","publicationDate":"2016-12-01","fileAccessRequest":false}},{"description":"U.S. county and state shape files ","label":"gz_2010_us_050_00_5m.json","restricted":false,"version":1,"datasetVersionId":134535,"dataFile":{"id":2962543,"persistentId":"doi:10.7910/DVN/5D4UAY/PW7VLF","pidURL":"https://doi.org/10.7910/DVN/5D4UAY/PW7VLF","filename":"gz_2010_us_050_00_5m.json","contentType":"application/json","friendlyType":"JSON","filesize":5996982,"description":"U.S. county and state shape files ","storageIdentifier":"s3://dvn-cloud:158bb7f5947-1ede8247728e","rootDataFileId":-1,"md5":"c732bc44e29b862ab0fc29f4b9ac1b73","checksum":{"type":"MD5","value":"c732bc44e29b862ab0fc29f4b9ac1b73"},"tabularData":false,"creationDate":"2016-12-01","publicationDate":"2016-12-01","fileAccessRequest":false}},{"description":"VC and Kickstarter pre-defined categories\r\n","label":"ksvc.info","restricted":false,"version":1,"datasetVersionId":134535,"dataFile":{"id":2962541,"persistentId":"doi:10.7910/DVN/5D4UAY/F2YCLE","pidURL":"https://doi.org/10.7910/DVN/5D4UAY/F2YCLE","filename":"ksvc.info","contentType":"application/octet-stream","friendlyType":"Unknown","filesize":3616876,"description":"VC and Kickstarter pre-defined categories\r\n","storageIdentifier":"s3://dvn-cloud:158bb7f4753-8b3cb5f38272","rootDataFileId":-1,"md5":"c8fe25880f9651208fb2017113f6718b","checksum":{"type":"MD5","value":"c8fe25880f9651208fb2017113f6718b"},"tabularData":false,"creationDate":"2016-12-01","publicationDate":"2016-12-01","fileAccessRequest":false}},{"description":"aggregated KS and VC data by county for the period 2009-2015","label":"maps_matched.tab","restricted":false,"version":1,"datasetVersionId":134535,"dataFile":{"id":2962530,"persistentId":"doi:10.7910/DVN/5D4UAY/9RLZPH","pidURL":"https://doi.org/10.7910/DVN/5D4UAY/9RLZPH","filename":"maps_matched.tab","contentType":"text/tab-separated-values","friendlyType":"Tab-Delimited","filesize":221982,"description":"aggregated KS and VC data by county for the period 2009-2015","storageIdentifier":"s3://dvn-cloud:158bb7f0a75-f57655c00299","originalFileFormat":"text/csv","originalFormatLabel":"Comma Separated Values","originalFileSize":222160,"originalFileName":"maps_matched.csv","UNF":"UNF:6:hpFPeSBpqW9QIHZVouI6hg==","rootDataFileId":-1,"md5":"5f05fae057eabd02d3f300eb9c02fa4c","checksum":{"type":"MD5","value":"5f05fae057eabd02d3f300eb9c02fa4c"},"tabularData":true,"creationDate":"2016-12-01","publicationDate":"2016-12-01","fileAccessRequest":false}},{"description":"replication instructions file","label":"README","restricted":false,"version":1,"datasetVersionId":134535,"dataFile":{"id":2962542,"persistentId":"doi:10.7910/DVN/5D4UAY/JPCTRV","pidURL":"https://doi.org/10.7910/DVN/5D4UAY/JPCTRV","filename":"README","contentType":"text/plain; charset=UTF-8","friendlyType":"Plain Text","filesize":1987,"description":"replication instructions file","storageIdentifier":"s3://dvn-cloud:158bb7f16bf-e80baa41db0c","rootDataFileId":-1,"md5":"df7695ba61744542872d252cb82eb8fb","checksum":{"type":"MD5","value":"df7695ba61744542872d252cb82eb8fb"},"tabularData":false,"creationDate":"2016-12-01","publicationDate":"2016-12-01","fileAccessRequest":false}},{"description":"replication of the *figures* in the main text and supplementary materials\r\n","label":"R_replication_figures_final.R","restricted":false,"version":1,"datasetVersionId":134535,"dataFile":{"id":2962549,"persistentId":"doi:10.7910/DVN/5D4UAY/YEJ9BQ","pidURL":"https://doi.org/10.7910/DVN/5D4UAY/YEJ9BQ","filename":"R_replication_figures_final.R","contentType":"type/x-r-syntax","friendlyType":"R Syntax","filesize":36474,"description":"replication of the *figures* in the main text and supplementary materials\r\n","storageIdentifier":"s3://dvn-cloud:158bb7f0d25-a2e833e8f32d","rootDataFileId":-1,"md5":"410ce1b80498871b30f6b34880bb67a4","checksum":{"type":"MD5","value":"410ce1b80498871b30f6b34880bb67a4"},"tabularData":false,"creationDate":"2016-12-01","publicationDate":"2016-12-01","fileAccessRequest":false}},{"description":"replication of the map in the main text","label":"R_replication_maps_final_Fig1.R","restricted":false,"version":1,"datasetVersionId":134535,"dataFile":{"id":2962536,"persistentId":"doi:10.7910/DVN/5D4UAY/UROAMG","pidURL":"https://doi.org/10.7910/DVN/5D4UAY/UROAMG","filename":"R_replication_maps_final_Fig1.R","contentType":"type/x-r-syntax","friendlyType":"R Syntax","filesize":6788,"description":"replication of the map in the main text","storageIdentifier":"s3://dvn-cloud:158bb88c061-9ca1068d3481","rootDataFileId":-1,"md5":"a4b39a82eb7a725aaa74610887b7b62e","checksum":{"type":"MD5","value":"a4b39a82eb7a725aaa74610887b7b62e"},"tabularData":false,"creationDate":"2016-12-01","publicationDate":"2016-12-01","fileAccessRequest":false}},{"description":"replication of the maps in the supplementary materials\r\n","label":"R_replication_maps_final.R","restricted":false,"version":1,"datasetVersionId":134535,"dataFile":{"id":2962544,"persistentId":"doi:10.7910/DVN/5D4UAY/5GRA5V","pidURL":"https://doi.org/10.7910/DVN/5D4UAY/5GRA5V","filename":"R_replication_maps_final.R","contentType":"type/x-r-syntax","friendlyType":"R Syntax","filesize":25226,"description":"replication of the maps in the supplementary materials\r\n","storageIdentifier":"s3://dvn-cloud:158bb7f12ac-5ce69cb1fd70","rootDataFileId":-1,"md5":"7b6fa4cf21f35915da3b0a90ba5c7414","checksum":{"type":"MD5","value":"7b6fa4cf21f35915da3b0a90ba5c7414"},"tabularData":false,"creationDate":"2016-12-01","publicationDate":"2016-12-01","fileAccessRequest":false}},{"description":"replication of the *tables* in the main text and supplementary materials\r\n","label":"R_replication_tables_final.R","restricted":false,"version":1,"datasetVersionId":134535,"dataFile":{"id":2962548,"persistentId":"doi:10.7910/DVN/5D4UAY/W6M1JY","pidURL":"https://doi.org/10.7910/DVN/5D4UAY/W6M1JY","filename":"R_replication_tables_final.R","contentType":"type/x-r-syntax","friendlyType":"R Syntax","filesize":11552,"description":"replication of the *tables* in the main text and supplementary materials\r\n","storageIdentifier":"s3://dvn-cloud:158bb7f16d5-dfdde511f2f2","rootDataFileId":-1,"md5":"8fdda5c4153e833719e854aee32d2804","checksum":{"type":"MD5","value":"8fdda5c4153e833719e854aee32d2804"},"tabularData":false,"creationDate":"2016-12-01","publicationDate":"2016-12-01","fileAccessRequest":false}},{"description":"replication of the 2SLS IV models","label":"Stata_replication_final.do","restricted":false,"version":1,"datasetVersionId":134535,"dataFile":{"id":2962547,"persistentId":"doi:10.7910/DVN/5D4UAY/SU7JJS","pidURL":"https://doi.org/10.7910/DVN/5D4UAY/SU7JJS","filename":"Stata_replication_final.do","contentType":"application/x-stata-syntax","friendlyType":"Stata Syntax","filesize":3450,"description":"replication of the 2SLS IV models","storageIdentifier":"s3://dvn-cloud:158bb7f19f3-47abc7aac32e","rootDataFileId":-1,"md5":"71fb829024c3bbe21aba31b7f2c61542","checksum":{"type":"MD5","value":"71fb829024c3bbe21aba31b7f2c61542"},"tabularData":false,"creationDate":"2016-12-01","publicationDate":"2016-12-01","fileAccessRequest":false}},{"description":"replication of the 2SLS IV models ","label":"Stata_replication_final.do","restricted":false,"version":1,"datasetVersionId":134535,"dataFile":{"id":2962539,"persistentId":"doi:10.7910/DVN/5D4UAY/HLSXGF","pidURL":"https://doi.org/10.7910/DVN/5D4UAY/HLSXGF","filename":"Stata_replication_final.do","contentType":"application/x-stata-syntax","friendlyType":"Stata Syntax","filesize":3357,"description":"replication of the 2SLS IV models ","storageIdentifier":"s3://dvn-cloud:158bb88c941-354a70b17860","rootDataFileId":-1,"md5":"679f7a3371001e1bbe3c4c4fe5bb47a7","checksum":{"type":"MD5","value":"679f7a3371001e1bbe3c4c4fe5bb47a7"},"tabularData":false,"creationDate":"2016-12-01","publicationDate":"2016-12-01","fileAccessRequest":false}},{"description":"fips-state level codes and names for matching to shape files","label":"state-data-statabs-2012.tab","restricted":false,"version":1,"datasetVersionId":134535,"dataFile":{"id":2962531,"persistentId":"doi:10.7910/DVN/5D4UAY/PZJXNA","pidURL":"https://doi.org/10.7910/DVN/5D4UAY/PZJXNA","filename":"state-data-statabs-2012.tab","contentType":"text/tab-separated-values","friendlyType":"Tab-Delimited","filesize":6092,"description":"fips-state level codes and names for matching to shape files","storageIdentifier":"s3://dvn-cloud:158bb7f19f3-3eee10d9ceb3","originalFileFormat":"text/csv","originalFormatLabel":"Comma Separated Values","originalFileSize":5981,"originalFileName":"state-data-statabs-2012.csv","UNF":"UNF:6:qY0kJH0N3c8CcvDcmfSZDg==","rootDataFileId":-1,"md5":"d8e203d5e37dcb9498ee2fe1c73bf348","checksum":{"type":"MD5","value":"d8e203d5e37dcb9498ee2fe1c73bf348"},"tabularData":true,"creationDate":"2016-12-01","publicationDate":"2016-12-01","fileAccessRequest":false}},{"description":"TF-IDF replication - stoplist","label":"stoplist","restricted":false,"version":1,"datasetVersionId":134535,"dataFile":{"id":3135542,"persistentId":"doi:10.7910/DVN/5D4UAY/T0MOT8","pidURL":"https://doi.org/10.7910/DVN/5D4UAY/T0MOT8","filename":"stoplist","contentType":"text/plain; charset=US-ASCII","friendlyType":"Plain Text","filesize":4499,"description":"TF-IDF replication - stoplist","storageIdentifier":"s3://dvn-cloud:16243d21625-d17a1d433bc6","rootDataFileId":-1,"md5":"86e4178cbce7132e92e97521b6872374","checksum":{"type":"MD5","value":"86e4178cbce7132e92e97521b6872374"},"tabularData":false,"creationDate":"2018-03-20","publicationDate":"2018-03-20","fileAccessRequest":false}},{"description":"TF-IDF replication rescaling code","label":"tfidf_rescaling.m","restricted":false,"version":1,"datasetVersionId":134535,"dataFile":{"id":3135543,"persistentId":"doi:10.7910/DVN/5D4UAY/ZZLO5I","pidURL":"https://doi.org/10.7910/DVN/5D4UAY/ZZLO5I","filename":"tfidf_rescaling.m","contentType":"text/plain; charset=US-ASCII","friendlyType":"Plain Text","filesize":435,"description":"TF-IDF replication rescaling code","storageIdentifier":"s3://dvn-cloud:16243d20e5d-4d51181236c8","rootDataFileId":-1,"md5":"4cf6caae34555eaee1a2bd3713ccc56a","checksum":{"type":"MD5","value":"4cf6caae34555eaee1a2bd3713ccc56a"},"tabularData":false,"creationDate":"2018-03-20","publicationDate":"2018-03-20","fileAccessRequest":false}},{"description":"matched KS and VC investments by county-year, 2009-2015","label":"yearly_fe_final.tab","restricted":false,"version":1,"datasetVersionId":134535,"dataFile":{"id":2962533,"persistentId":"doi:10.7910/DVN/5D4UAY/CRGAB9","pidURL":"https://doi.org/10.7910/DVN/5D4UAY/CRGAB9","filename":"yearly_fe_final.tab","contentType":"text/tab-separated-values","friendlyType":"Tab-Delimited","filesize":743538,"description":"matched KS and VC investments by county-year, 2009-2015","storageIdentifier":"s3://dvn-cloud:158bb7f2a71-0f84bc172b3a","originalFileFormat":"text/csv","originalFormatLabel":"Comma Separated Values","originalFileSize":743681,"originalFileName":"yearly_fe_final.csv","UNF":"UNF:6:kQC37jhDliEVHn/WXeolGg==","rootDataFileId":-1,"md5":"f353192c630db978f5c7914ff252b95c","checksum":{"type":"MD5","value":"f353192c630db978f5c7914ff252b95c"},"tabularData":true,"creationDate":"2016-12-01","publicationDate":"2016-12-01","fileAccessRequest":false}},{"description":"(robustness checks) matched *tech only* KS and VC investments by county-year, 2009-2015","label":"yearly_fe_tech.tab","restricted":false,"version":1,"datasetVersionId":134535,"dataFile":{"id":2962537,"persistentId":"doi:10.7910/DVN/5D4UAY/PMUK5N","pidURL":"https://doi.org/10.7910/DVN/5D4UAY/PMUK5N","filename":"yearly_fe_tech.tab","contentType":"text/tab-separated-values","friendlyType":"Tab-Delimited","filesize":688773,"description":"(robustness checks) matched *tech only* KS and VC investments by county-year, 2009-2015","storageIdentifier":"s3://dvn-cloud:158bb7f292f-5dbfa449f706","originalFileFormat":"text/csv","originalFormatLabel":"Comma Separated Values","originalFileSize":688900,"originalFileName":"yearly_fe_tech.csv","UNF":"UNF:6:rMPGMMRYPXi6277XQyicrQ==","rootDataFileId":-1,"md5":"99c6b1e73ecf827a4ba61b049023c517","checksum":{"type":"MD5","value":"99c6b1e73ecf827a4ba61b049023c517"},"tabularData":true,"creationDate":"2016-12-01","publicationDate":"2016-12-01","fileAccessRequest":false}}],"citation":"Sorenson, Olav; Assenova, Valentina; Li, Guan-Cheng; Boada, Jason; Fleming, Lee, 2016, \"Replication Data for: Expand innovation finance via crowdfunding\", https://doi.org/10.7910/DVN/5D4UAY, Harvard Dataverse, V2, UNF:6:DhId/eClThCi+kDAKUgEug== [fileUNF]"}}