Using Smartphone Location Data for Strategy Research
Published Online:6 Aug 2025https://doi.org/10.1287/stsc.2024.0317
References
- (2016) Diversification and performance: Linking relatedness, market structure, and the decision to diversify. Strategy Sci. 1(1):32–55.Link, Google Scholar
- Advan (2022) Foot traffic/monthly patterns [dataset]. Dewey Data. Accessed July 22, 2025, https://doi.org/10.82551/BEB1-2831.Google Scholar
- Advan (2025) Location and sales data for finance, retail & commercial real estate. Accessed April 9, 2025, https://advanresearch.com/.Google Scholar
- (2020) Organizing knowledge production teams within firms for innovation. Strategy Sci. 5(1):1–16.Link, Google Scholar
- (2017) Roads and innovation. Rev. Econom. Statist. 99(3):417–434.Crossref, Google Scholar
- App Annie (2020) Mobile app evolution report overview. https://s3.amazonaws.com/files.appannie.com/reports/App-Annie_Mobile-App-Evolution-Report_2020-07.pdf.Google Scholar
- Apple (2023a) Control is yours. Accessed February 15, 2023, https://www.apple.com/privacy/control/.Google Scholar
- Apple (2023b) Location services & privacy. Accessed February 15, 2023, https://www.apple.com/legal/privacy/data/en/location-services/.Google Scholar
- (2004) Collaborating with activists: How Starbucks works with NGOs. California Management Rev. 47(1):91–116.Crossref, Google Scholar
- (2022) The returns to face-to-face interactions: Knowledge spillovers in Silicon Valley. NBER Working Paper No. 30147, National Bureau of Economic Research, Cambridge, MA.Google Scholar
- (2024) My kind of people: Political polarization, ideology, and firm location. Strategic Management J. 45(5):849–874.Crossref, Google Scholar
- (2007) Geography, networks, and knowledge flow. Organ. Sci. 18(6):955–972.Link, Google Scholar
- (2024) How firms cultivate collaboration during postmerger integration of technology acquisitions. Strategy Sci. 9(2):205–228.Link, Google Scholar
- (2022) CEO political leanings and store-level economic activity during the COVID-19 crisis: Effects on shareholder value and public health. J. Finance 77(5):2949–2986.Crossref, Google Scholar
- (2009) Brand history, geography, and the persistence of brand shares. J. Political Econom. 117(1):87–115.Crossref, Google Scholar
- (2012) Board connections and M&A transactions. J. Financial Econom. 103(2):327–349.Crossref, Google Scholar
- (2011) Interplay between telecommunications and face-to-face interactions: A study using mobile phone data. PLoS One 6(7):e20814.Crossref, Google Scholar
- California (2023) California Consumer Privacy Act of 2018.Google Scholar
- (2018) Microgeography and the direction of inventive activity. Management Sci. 64(9):4348–4364.Link, Google Scholar
- (2020) How do travel costs shape collaboration? Management Sci. 66(8):3340–3360.Link, Google Scholar
- (2016) Sample selection bias and Heckman models in strategic management research. Strategic Management J. 37(13):2639–2657.Crossref, Google Scholar
- (2013) The persistent effect of geographic distance in acquisition target selection. Organ. Sci. 24(6):1805–1826.Link, Google Scholar
- Checkout 51 (2022) Checkout 51 privacy policy. Accessed October 8, 2022, https://www.checkout51.com/privacy.Google Scholar
- (2018) The effect of partisanship and political advertising on close family ties. Science 360(6392):1020–1024.Crossref, Google Scholar
- (2023) Can blockchain technology help overcome contractual incompleteness? Evidence from state laws. Management Sci. 69(11):6540–6567.Link, Google Scholar
- (2003) Why don’t prices rise during periods of peak demand? Evidence from scanner data. Amer. Econom. Rev. 93(1):15–37.Crossref, Google Scholar
- (2024) Third places and neighborhood entrepreneurship: Evidence from Starbucks cafés. NBER Working Paper No. 32604, National Bureau of Economic Research, Cambridge, MA.Google Scholar
- (2023) See you in your backyard: Multipoint contact, firm’s capacity and capability, and technological expansion. Strategy Sci. 8(1):85–102.Link, Google Scholar
- Congress (2019) Online privacy act. H.R.4978. United States.Google Scholar
- Congress (2021) Consumer data privacy and security act. S.1449. United States.Google Scholar
- (2024) Big data analytics, firm size, and performance. Strategy Sci. 9(2):135–151.Link, Google Scholar
- (2023) Political attitudes and equity market reactions to vaccine mandate bans. Preprint, submitted March 18, https://dx.doi.org/10.2139/ssrn.4392508.Google Scholar
- (2004) When to walk away from a deal. Harvard Bus. Rev. 82(4):96–104.Google Scholar
- (2021) Social learning in the COVID-19 pandemic: Community establishments’ closure decisions follow those of nearby chain establishments. Management Sci. 67(7):4446–4454.Link, Google Scholar
- (2022) Microfoundations of R&D alliance formation: The interplay of scientist mobility and the cooperative context of collaboration. Strategy Sci. 7(1):56–70.Link, Google Scholar
- (2025) Safegraph-publiccompanies. Accessed April 9, 2025, https://github.com/Dewey-Data/SafeGraph-PublicCompanies/blob/main/SafeGraph-CompustatLinking.ipynb.Google Scholar
- (2024) Beliefs matter: Local climate concerns and industrial greenhouse gas emissions in the united states. J. Bus. Ethics 194(3):609–632.Crossref, Google Scholar
- EU (2018) The General Data Protection Regulation. European Union.Google Scholar
- Flipp (2022) Flipp privacy policy. Accessed October 8, 2022, https://corp.flipp.com/legal/privacy/.Google Scholar
- GasBuddy (2022) GasBuddy privacy policy. Accessed October 8, 2022, https://www.gasbuddy.com/privacy.Google Scholar
- (2013) Proximity and investment: Evidence from plant-level data. Quart. J. Econom. 128(2):861–915.Crossref, Google Scholar
- (2021) The asymmetric impact of lockdown and reopening on risky behavior during COVID-19. J. Regional Sci. 61(4).Crossref, Google Scholar
- Grand View Research (2022) Location intelligence market size & share report, 2030. Report. Accessed October 8, 2022, https://www.grandviewresearch.com/industry-analysis/location-intelligence-market#.Google Scholar
- (1995) Social structure and alliance formation patterns: A longitudinal analysis. Admin. Sci. Quart. 40(4):619–652.Crossref, Google Scholar
- (2024) Taking the dynamics of performance seriously. Utah Strategy Summit. Accessed April 9, 2025, https://www.youtube.com/watch?v=eH5iKWWAzSE&list=PLIkyZqlrCE6TlS1bPVPJC5oHpawH3sN2e&index=5.Google Scholar
- (2013) Weather effects on the patterns of people’s everyday activities: A study using GPS traces of mobile phone users. PLoS One 8(12):e81153.Crossref, Google Scholar
- (2023) The effects of CEO activism: Partisan consumer behavior and its duration. Strategic Management J. 44(3):672–703.Crossref, Google Scholar
- (2022) Pushed into a crowd: Repositioning costs, resources, and competition in the RTE cereal industry. Strategic Management J. 43(1):3–29.Crossref, Google Scholar
- (2002) Social Consequences of Internet Use (MIT Press, Cambridge, MA).Crossref, Google Scholar
- (2021) There’s a multibillion-dollar market for your phone’s location data. The Markup. Accessed October 8, 2022, https://themarkup.org/privacy/2021/09/30/theres-a-multibillion-dollar-market-for-your-phones-location-data.Google Scholar
- (2024) Startup acquisitions as a hiring strategy: Turnover differences between acquired and regular hires. Strategy Sci. 9(2):118–134.Link, Google Scholar
- (2022) Vertical versus horizontal variance in online reviews and their impact on demand. J. Marketing Res. 60(1):130–154.Crossref, Google Scholar
- (2025) Resource redeployment and the pursuit of the new best use: Economic logic and organizational challenges. Strategy Sci. 10(1):32–47.Link, Google Scholar
- (2024) Understanding the bias of mobile location data across spatial scales and over time: A comprehensive analysis of SafeGraph data in the United States. PLoS One 19(1):e0294430.Crossref, Google Scholar
- (2020) Problem-solving or self-enhancing? Influences of diversification and bright spot on corporate resource allocation responses to performance shortfalls. Strategy Sci. 5(4):348–368.Link, Google Scholar
- (2025) Rubbing shoulders: Class segregation in daily activities. J. Public Econom. 244:105335.Crossref, Google Scholar
- (2021) Oligopolistic price leadership and mergers: The United States beer industry. Amer. Econom. Rev. 111(10):3123–3159.Crossref, Google Scholar
- (2023) Ride-sharing and the geography of consumption industries. Econom. J. 133(654):2449–2482.Google Scholar
- pass_by (2022) Retail store visits (Jan) [dataset]. Dewey Data. Accessed July 22, 2025, https://doi.org/10.82551/GG90-WR57.Google Scholar
- Pew Research Center (2024) Mobile fact sheet. Report, Pew Research Center, Washington, DC.Google Scholar
- (2018) Category strategy for firm advantage. Strategy Sci. 3(4):620–631.Link, Google Scholar
- (2011) Geographic distance and corporate acquisitions: Signals from IPO firms. Strategic Management J. 32(8):876–894.Crossref, Google Scholar
- (2020) Taking innovation to the streets: Microgeography, physical structure, and innovation. Rev. Econom. Statist. 102(5):912–928.Crossref, Google Scholar
- (2014) Picking a (poor) partner. Admin. Sci. Quart. 59(2):301–329.Crossref, Google Scholar
- SafeGraph (2021) Privacy policy. Report, SafeGraph. Accessed October 8, 2022, https://www.safegraph.com/privacy-policy.Google Scholar
- SafeGraph (2022) Global places (POI) & geometry [dataset]. Dewey Data. Accessed July 22, 2025, https://doi.org/10.82551/SMXB-1K04.Google Scholar
- (1998) Duke/Panenergy merger led by sacrifice of CEOs’ egos. Pipeline Gas J. 225(5):20–27.Google Scholar
- (2001) Syndication networks and the spatial distribution of venture capital investments. Amer. J. Sociol. 106(6):1546–1588.Crossref, Google Scholar
- (2022) Face‐to‐face interactions and the returns to acquisitions: Evidence from smartphone geolocational data. Strategic Management J. 43(13):2669–2702.Crossref, Google Scholar
- (2019) Twelve million phones, one dataset, zero privacy. New York Times (December 19), https://www.nytimes.com/interactive/2019/12/19/opinion/location-tracking-cell-phone.html.Google Scholar
- U.S. Census Bureau (2022) American community survey 5-year data (2009–2021). Report, U.S. Census Bureau, Washington, DC.Google Scholar
- Veraset (2021) Veraset. Report. Accessed May 15, 2021, https://www.veraset.com.Google Scholar
- Veraset (2022) Visits [dataset]. Dewey Data. Accessed July 22, 2025, https://doi.org/10.82551/TP7E-VA02.Google Scholar
- (2022) Frontiers: How support for Black Lives Matter impacts consumer responses on social media. Marketing Sci. 41(6):1029–1044.Link, Google Scholar
- (2000) Cisco Systems, Inc.: Acquisition Integration for Manufacturing (a) (Harvard Business Publishing, Boston).Google Scholar
- (2010) Econometric Analysis of Cross Section and Panel Data (MIT Press, Cambridge, MA).Google Scholar
- WRDS (2025) Data Axle (formerly Infogroup). Accessed March 31, 2025, https://wrds-www.wharton.upenn.edu/pages/about/data-vendors/infogroup/.Google Scholar
- (2010) Prior alliances with targets and acquisition performance in knowledge-intensive industries. Organ. Sci. 21(5):1072–1091.Link, Google Scholar
- (2012) Evidence on the trade-off between real activities manipulation and accrual-based earnings management. Accounting Rev. 87(2):675–703.Crossref, Google Scholar

