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Volumn 37, Issue 4, 2017, Pages 457-476

New Insights into Rental Housing Markets across the United States: Web Scraping and Analyzing Craigslist Rental Listings

Author keywords

big data; Craigslist; data science; GIS; housing; urban economics; web scraping

Indexed keywords


EID: 85032331575     PISSN: 0739456X     EISSN: 15526577     Source Type: Journal    
DOI: 10.1177/0739456X16664789     Document Type: Article
Times cited : (125)

References (65)
  • 1
    • 85032357791 scopus 로고    scopus 로고
    • Alexa—Actionable Analytics for the Web
    • Alexa. 2015. “Craigslist.org Site Overview.” Alexa—Actionable Analytics for the Web. http://www.alexa.com/siteinfo/craigslist.org.
    • (2015) Craigslist.org Site Overview
  • 2
  • 5
    • 84886304193 scopus 로고    scopus 로고
    • How the ACS Gets It Wrong: The Story of the American Community Survey and a Small, Inner City Neighborhood
    • Bazuin J., Fraser J., 2013. “How the ACS Gets It Wrong: The Story of the American Community Survey and a Small, Inner City Neighborhood.” Applied Geography 45:292–302. doi:10.1016/j.apgeog.2013.08.013.
    • (2013) Applied Geography , vol.45 , pp. 292-302
    • Bazuin, J.1    Fraser, J.2
  • 7
    • 84879264406 scopus 로고    scopus 로고
    • The Origins of Scaling in Cities
    • Bettencourt L., 2013. “The Origins of Scaling in Cities.” Science 340 (6139): 1438–41. doi:10.1126/science.1235823.
    • (2013) Science , vol.340 , Issue.6139 , pp. 1438-1441
    • Bettencourt, L.1
  • 8
    • 77958600184 scopus 로고    scopus 로고
    • A Unified Theory of Urban Living
    • Bettencourt L., West G., 2010. “A Unified Theory of Urban Living.” Nature 467 (7318): 912–13.
    • (2010) Nature , vol.467 , Issue.7318 , pp. 912-913
    • Bettencourt, L.1    West, G.2
  • 9
    • 85032393720 scopus 로고    scopus 로고
    • Honolulu Rail Transit: International Lessons from Barcelona in Linking Form, Design, and Transportation
    • Boeing G., 2016. “Honolulu Rail Transit: International Lessons from Barcelona in Linking Form, Design, and Transportation.” Planext 2:28–47. doi:10.17418/planext.2016.3vol.02.
    • (2016) Planext , vol.2 , pp. 28-47
    • Boeing, G.1
  • 10
    • 85032347660 scopus 로고    scopus 로고
    • North Dakota Went Boom
    • January, 31
    • Brown C., 2013. “North Dakota Went Boom.” The New York Times Magazine, January 31. http://www.nytimes.com/2013/02/03/magazine/north-dakota-went-boom.html.
    • (2013) The New York Times Magazine
    • Brown, C.1
  • 11
    • 85032387142 scopus 로고    scopus 로고
    • In the Rental Market, Craigslist May Be Undisruptable
    • July, 5
    • Brown K., 2014. “In the Rental Market, Craigslist May Be Undisruptable.” San Francisco Chronicle, July 5. http://www.sfgate.com/technology/article/In-the-rental-market-Craigslist-may-be-5601847.php.
    • (2014) San Francisco Chronicle
    • Brown, K.1
  • 12
    • 3042524753 scopus 로고    scopus 로고
    • Positional Error in Automated Geocoding of Residential Addresses
    • Cayo M., Talbot T., 2003. “Positional Error in Automated Geocoding of Residential Addresses.” International Journal of Health Geographics 2 (10): 1–12.
    • (2003) International Journal of Health Geographics , vol.2 , Issue.10 , pp. 1-12
    • Cayo, M.1    Talbot, T.2
  • 13
    • 84937408817 scopus 로고    scopus 로고
    • Smart Cities: Concepts, Perceptions and Lessons for Planners
    • Geertman, Ferreira, Goodspeed, Stillwell, (eds), Cham, Springer International, In, edited by
    • Ching T.-Y., Ferreira J., 2015. “Smart Cities: Concepts, Perceptions and Lessons for Planners.” In Planning Support Systems and Smart Cities, edited by Geertman S., Ferreira J., Goodspeed R., Stillwell J., 145–68. Cham: Springer International.
    • (2015) Planning Support Systems and Smart Cities , pp. 145-168
    • Ching, T.-Y.1    Ferreira, J.2
  • 14
    • 85032333154 scopus 로고    scopus 로고
    • Craigslist
    • Craigslist. 2015. “Craigslist Factsheet.” Craigslist. https://www.craigslist.org/about/factsheet.
    • (2015) Craigslist Factsheet
  • 15
    • 85032372633 scopus 로고    scopus 로고
    • United States District Court for the Northeristrict of California, 942 F. Su. 2d 962
    • Craigslist Inc. v. 3Taps Inc. 2013, 942 F. Supp. 2d 962. United States District Court for the Northern District of California.
    • (2013)
  • 16
    • 85032361259 scopus 로고    scopus 로고
    • Housing Discrimination and Craigslist
    • Decker N., 2010. “Housing Discrimination and Craigslist.” The Current 14 (1): 43–57.
    • (2010) The Current , vol.14 , Issue.1 , pp. 43-57
    • Decker, N.1
  • 17
    • 0019728204 scopus 로고
    • Reducing the Cost Effects of Local Land Use Controls
    • Dowall D., 1981. “Reducing the Cost Effects of Local Land Use Controls.” Journal of the American Planning Association 47 (2): 145–53. doi:10.1080/01944368108977099.
    • (1981) Journal of the American Planning Association , vol.47 , Issue.2 , pp. 145-153
    • Dowall, D.1
  • 18
    • 84898876472 scopus 로고    scopus 로고
    • Microparticipation with Social Media for Community Engagement in Transportation Planning
    • Evans-Cowley J., Griffin G., 2012. “Microparticipation with Social Media for Community Engagement in Transportation Planning.” Transportation Research Record 2307:90–98. doi:10.3141/2307-10.
    • (2012) Transportation Research Record , vol.2307 , pp. 90-98
    • Evans-Cowley, J.1    Griffin, G.2
  • 19
    • 85032384530 scopus 로고    scopus 로고
    • A Week of Mining Seattle’s Craigslist Apartment Pricing
    • December, 23
    • Feng J., 2014. “A Week of Mining Seattle’s Craigslist Apartment Pricing.” Jay’s Life, December 23. http://www.racketracer.com/2014/12/23/a-week-of-seattles-craigslist-apartment-pricing/.
    • (2014) Jay’s Life
    • Feng, J.1
  • 22
    • 84959269257 scopus 로고    scopus 로고
    • Affordable by Design? Inclusionary Housing Insights from Southern California
    • 0739456X15600033:
    • Garde A., 2015. “Affordable by Design? Inclusionary Housing Insights from Southern California.” Journal of Planning Education and Research 0739456X15600033:1–16.
    • (2015) Journal of Planning Education and Research , pp. 1-16
    • Garde, A.1
  • 23
    • 85032344883 scopus 로고    scopus 로고
    • Craigslist Wins Routine but Troubling Online Trespass to Chattels Ruling in 3Taps Case
    • September, 20
    • Goldman E., 2013. “Craigslist Wins Routine but Troubling Online Trespass to Chattels Ruling in 3Taps Case.” Technology & Marketing Law Blog, September 20. http://blog.ericgoldman.org/archives/2013/09/craigslist_wins_1.htm.
    • (2013) Technology & Marketing Law Blog
    • Goldman, E.1
  • 24
    • 84926357356 scopus 로고    scopus 로고
    • Smart Cities: Moving beyond Urban Cybernetics to Tackle Wicked Problems
    • Goodspeed R., 2015. “Smart Cities: Moving beyond Urban Cybernetics to Tackle Wicked Problems.” Cambridge Journal of Regions, Economy and Society 8 (1): 79–92. doi:10.1093/cjres/rsu013.
    • (2015) Cambridge Journal of Regions, Economy and Society , vol.8 , Issue.1 , pp. 79-92
    • Goodspeed, R.1
  • 26
    • 79960895338 scopus 로고    scopus 로고
    • Do Landlords Discriminate in the Rental Housing Market? Evidence from an Internet Field Experiment in US Cities
    • Hanson A., Hawley Z., 2011. “Do Landlords Discriminate in the Rental Housing Market? Evidence from an Internet Field Experiment in US Cities.” Journal of Urban Economics 70 (2): 99–114. doi:10.1016/j.jue.2011.02.003.
    • (2011) Journal of Urban Economics , vol.70 , Issue.2 , pp. 99-114
    • Hanson, A.1    Hawley, Z.2
  • 27
    • 84917271509 scopus 로고    scopus 로고
    • Newspaper Killer
    • December, 11
    • Hau L., 2006. “Newspaper Killer.” Forbes, December 11. http://www.forbes.com/2006/12/08/newspaper-classifield-online-tech_cx-lh_1211craigslist.html.
    • (2006) Forbes
    • Hau, L.1
  • 28
    • 85032347009 scopus 로고    scopus 로고
    • Scraping Web Pages with Scrapy
    • November, 5
    • Herman M., 2012. “Scraping Web Pages with Scrapy.” Michael Herman, November 5. http://mherman.org/blog/2012/11/05/scraping-web-pages-with-scrapy/.
    • (2012) Michael Herman
    • Herman, M.1
  • 29
    • 85014829577 scopus 로고    scopus 로고
    • North Dakota’s Oil Boom Is a Blessing and a Curse
    • August
    • Holeywell R., 2011. “North Dakota’s Oil Boom Is a Blessing and a Curse.” Governing, August.
    • (2011) Governing
    • Holeywell, R.1
  • 30
    • 84922338077 scopus 로고    scopus 로고
    • Geospatial Analysis Requires a Different Way of Thinking: The Problem of Spatial Heterogeneity
    • Jiang B., 2015. “Geospatial Analysis Requires a Different Way of Thinking: The Problem of Spatial Heterogeneity.” GeoJournal 80 (1): 1–13. doi:10.1007/s10708-014-9537-y.
    • (2015) GeoJournal , vol.80 , Issue.1 , pp. 1-13
    • Jiang, B.1
  • 31
    • 84944746368 scopus 로고    scopus 로고
    • Volunteered Geographic Information: Towards the Establishment of a New Paradigm
    • Jiang B., Thill J.-C., 2015. “Volunteered Geographic Information: Towards the Establishment of a New Paradigm.” Computers, Environment and Urban Systems 53:1–3. doi:10.1016/j.compenvurbsys.2015.09.011.
    • (2015) Computers, Environment and Urban Systems , vol.53 , pp. 1-3
    • Jiang, B.1    Thill, J.-C.2
  • 34
    • 85070900904 scopus 로고    scopus 로고
    • What Makes Big Data, Big Data? Exploring the Ontological Characteristics of 26 Datasets
    • )
    • Kitchin R., McArdle G., 2016. “What Makes Big Data, Big Data? Exploring the Ontological Characteristics of 26 Datasets.” Big Data & Society 3 (1). doi:10.1177/2053951716631130.
    • (2016) Big Data & Society , vol.3 , Issue.1
    • Kitchin, R.1    McArdle, G.2
  • 35
    • 84897790311 scopus 로고    scopus 로고
    • Does Online Search Crowd Out Traditional Search and Improve Matching Efficiency? Evidence from Craigslist
    • Kroft K., Pope D., 2014. “Does Online Search Crowd Out Traditional Search and Improve Matching Efficiency? Evidence from Craigslist.” Journal of Labor Economics 32 (2): 259–303. doi:10.1086/673374.
    • (2014) Journal of Labor Economics , vol.32 , Issue.2 , pp. 259-303
    • Kroft, K.1    Pope, D.2
  • 36
    • 85032359584 scopus 로고    scopus 로고
    • Striking a Balance between Protecting Civil Rights and Free Speech on the Internet: The Fair Housing Act vs. the Communications Decency Act
    • Kurth R., 2007. “Striking a Balance between Protecting Civil Rights and Free Speech on the Internet: The Fair Housing Act vs. the Communications Decency Act.” Cardozo Arts & Entertainment Law Journal 25:805–36.
    • (2007) Cardozo Arts & Entertainment Law Journal , vol.25 , pp. 805-836
    • Kurth, R.1
  • 38
    • 85032338221 scopus 로고    scopus 로고
    • Build and Let Live: 40 Years of Affordable Housing in Aspen
    • May, 27
    • Lutz C., 2014. “Build and Let Live: 40 Years of Affordable Housing in Aspen.” Aspen Journalism, May 27. http://aspenjournalism.org/2014/05/27/build-and-let-live-40-years-of-affordable-housing-in-aspen/.
    • (2014) Aspen Journalism
    • Lutz, C.1
  • 39
    • 33847397303 scopus 로고    scopus 로고
    • The American Community Survey: Warmer (More Current), but Fuzzier (Less Precise) Than the Decennial Census
    • Macdonald H., 2006. “The American Community Survey: Warmer (More Current), but Fuzzier (Less Precise) Than the Decennial Census.” Journal of the American Planning Association 72 (4): 491–503. doi:10.1080/01944360608976768.
    • (2006) Journal of the American Planning Association , vol.72 , Issue.4 , pp. 491-503
    • Macdonald, H.1
  • 43
    • 84867673907 scopus 로고    scopus 로고
    • Unraveling Different Barriers to Internet Use: Urban Residents and Neighborhood Effects
    • Mossberger K., Tolbert C., Bowen D., Jimenez B., 2012. “Unraveling Different Barriers to Internet Use: Urban Residents and Neighborhood Effects.” Urban Affairs Review 48 (6): 771–810.
    • (2012) Urban Affairs Review , vol.48 , Issue.6 , pp. 771-810
    • Mossberger, K.1    Tolbert, C.2    Bowen, D.3    Jimenez, B.4
  • 44
    • 84874869700 scopus 로고    scopus 로고
    • Discriminatory Housing Advertisements On-Line: Lessons from Craigslist
    • Oliveri R., 2010. “Discriminatory Housing Advertisements On-Line: Lessons from Craigslist.” Indiana Law Review 43:1125–83.
    • (2010) Indiana Law Review , vol.43 , pp. 1125-1183
    • Oliveri, R.1
  • 46
    • 84962554946 scopus 로고    scopus 로고
    • Policy: Urban Physics
    • Pollock K., 2016. “Policy: Urban Physics.” Nature 531 (7594): S64–S66. doi:10.1038/531S64a.
    • (2016) Nature , vol.531 , Issue.7594 , pp. S64-S66
    • Pollock, K.1
  • 47
    • 7244228471 scopus 로고    scopus 로고
    • Is Housing Unaffordable? Why Isn’t It More Affordable?
    • Quigley J., Raphael S., 2004. “Is Housing Unaffordable? Why Isn’t It More Affordable?” Journal of Economic Perspectives 18 (1): 191–214.
    • (2004) Journal of Economic Perspectives , vol.18 , Issue.1 , pp. 191-214
    • Quigley, J.1    Raphael, S.2
  • 48
    • 84936890233 scopus 로고    scopus 로고
    • Online Housing Search and the Geography of Submarkets
    • Rae A., 2015. “Online Housing Search and the Geography of Submarkets.” Housing Studies 30 (3): 453–72. doi:10.1080/02673037.2014.974142.
    • (2015) Housing Studies , vol.30 , Issue.3 , pp. 453-472
    • Rae, A.1
  • 52
    • 84919388905 scopus 로고    scopus 로고
    • Planning and Social Media: A Case Study of Public Transit and Stigma on Twitter
    • Schweitzer L., 2014. “Planning and Social Media: A Case Study of Public Transit and Stigma on Twitter.” Journal of the American Planning Association 80 (3): 218–38. doi:10.1080/01944363.2014.980439.
    • (2014) Journal of the American Planning Association , vol.80 , Issue.3 , pp. 218-238
    • Schweitzer, L.1
  • 53
    • 85032329135 scopus 로고    scopus 로고
    • ” Scrapy: A Fast and Powerful Scraping and Web Crawling Framework
    • Scrapy Community. 2015. “Scrapy Documentation.” Scrapy: A Fast and Powerful Scraping and Web Crawling Framework. http://scrapy.org/doc/.
    • (2015) Scrapy Documentation
  • 54
    • 84894303268 scopus 로고    scopus 로고
    • Responses to Entry in Multi-Sided Markets: The Impact of Craigslist on Local Newspapers
    • Seamans R., Zhu F., 2014. “Responses to Entry in Multi-Sided Markets: The Impact of Craigslist on Local Newspapers.” Management Science 60 (2): 476–93. doi:10.1287/mnsc.2013.1785.
    • (2014) Management Science , vol.60 , Issue.2 , pp. 476-493
    • Seamans, R.1    Zhu, F.2
  • 55
    • 84890150312 scopus 로고    scopus 로고
    • Patterns and Causes of Uncertainty in the American Community Survey
    • Spielman S., Folch D., Nagle N., 2014. “Patterns and Causes of Uncertainty in the American Community Survey.” Applied Geography 46: 147–57. doi:10.1016/j.apgeog.2013.11.002.
    • (2014) Applied Geography , vol.46 , pp. 147-157
    • Spielman, S.1    Folch, D.2    Nagle, N.3
  • 56
    • 85032363262 scopus 로고    scopus 로고
    • Recent Development: Craigslist and the CFAA: The Untold Story
    • Splichal C., 2015. “Recent Development: Craigslist and the CFAA: The Untold Story.” Florida Law Review 67 (5): 1845–60.
    • (2015) Florida Law Review , vol.67 , Issue.5 , pp. 1845-1860
    • Splichal, C.1
  • 61
    • 85032377531 scopus 로고    scopus 로고
    • HUD User Data Sets
    • USHUD (US Department of Housing and Urban Development). 2015. 50th Percentile Rent Estimates. HUD User Data Sets. http://www.huduser.gov/portal/datasets/50per.html.
    • (2015) 50th Percentile Rent Estimates
  • 62
    • 33846658194 scopus 로고    scopus 로고
    • A Twenty-First Century Science
    • Watts D., 2007. “A Twenty-First Century Science.” Nature 445 (7127): 489–89.
    • (2007) Nature , vol.445 , Issue.7127 , pp. 489
    • Watts, D.1
  • 64
    • 85032367419 scopus 로고    scopus 로고
    • Using the Computer Fraud and Abuse Act to Secure Public Data Exclusivity
    • Wolfe N., 2015. “Using the Computer Fraud and Abuse Act to Secure Public Data Exclusivity.” Northwestern Journal of Technology and Intellectual Property 13 (3): 301–16.
    • (2015) Northwestern Journal of Technology and Intellectual Property , vol.13 , Issue.3 , pp. 301-316
    • Wolfe, N.1
  • 65
    • 43949125511 scopus 로고    scopus 로고
    • A Comparison of Address Point, Parcel and Street Geocoding Techniques
    • Zandbergen P., 2008. “A Comparison of Address Point, Parcel and Street Geocoding Techniques.” Computers, Environment and Urban Systems 32 (3): 214–32. doi:10.1016/j.compenvurbsys.2007.11.006.
    • (2008) Computers, Environment and Urban Systems , vol.32 , Issue.3 , pp. 214-232
    • Zandbergen, P.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.