# SafeGraph > Contact: press@safegraph.com ## Full Content Export - **URL**: https://www.safegraph.com/llms-full.txt ### Posts - [10 Non-Obvious Rules to Raising a Series B](https://www.safegraph.com/blog/10-non-obvious-rules-to-raising-a-series-b/) - [3 Methods of Calculating Catchment Areas & Where to Get the Data](https://www.safegraph.com/blog/methods-of-calculating-catchment-area/) - [4 Benefits of Trade Area Analysis in Scouting a New Store Location](https://www.safegraph.com/blog/benefits-of-trade-area-analysis/) - [5 Technical Differences Between US and UK POIs](https://www.safegraph.com/blog/5-technical-differences-between-us-and-uk-pois/) - [7 Big Data Use Cases in Financial Services and Benefits of Data Science](https://www.safegraph.com/blog/top-big-data-use-cases-financial-services/) - [A Guide for Real Estate Site Selection using Trade Area Analysis](https://www.safegraph.com/blog/real-estate-site-selection/) - [A Non-Technical Introduction to Machine Learning](https://www.safegraph.com/blog/a-non-technical-introduction-to-machine-learning/) - [A Startup’s Guide to Remote-First Onboarding](https://www.safegraph.com/blog/a-startups-guide-to-remote-first-onboarding/) - [Accurate Places Data: The Elusive Pursuit of Perfection](https://www.safegraph.com/blog/accurate-places-data-the-elusive-pursuit-of-perfection/) - [Adapt or Be Left Behind: The Shift to Data-Driven Real Estate](https://www.safegraph.com/blog/adapt-or-be-left-behind-the-shift-to-data-driven-real-estate/) - [AI Boom: How Data Center Investments Are Shaping the Future](https://www.safegraph.com/blog/ai-boom-how-data-center-investments-are-shaping-the-future/) - [Alternative Data Providers: Where to Get Alternative Data for Unique Insights](https://www.safegraph.com/blog/alternative-data-providers/) - [Analyzing Spending Behavior at Multiple Levels of Granularity](https://www.safegraph.com/blog/analyzing-spending-behavior/) - [Announcing SafeGraph Global Places](https://www.safegraph.com/blog/announcing-safegraph-global-brands/) - [Are US Inflation Trends Reflected in SafeGraph Spend?](https://www.safegraph.com/blog/inflation-trends-safegraph-spend/) - [Bad Data is Bad for Business](https://www.safegraph.com/blog/bad-data-is-bad-for-business/) - [Best Data Science Podcasts: Analytics, Management, Visualization, and More](https://www.safegraph.com/blog/data-science-podcast/) - [Best Practices for Working with Large Quantities of Geospatial Data](https://www.safegraph.com/blog/best-practices-for-working-with-large-quantities-of-geospatial-data/) - [Best Practices in Applying Geospatial Data to CPG Strategy](https://www.safegraph.com/blog/geospatial-data-cpg-strategy/) - [Best Tech Podcasts for News, Developers, Entrepreneurs, and More](https://www.safegraph.com/blog/best-tech-podcasts/) - [Building a Billion-Dollar Data Company: World of DaaS Interview with ZoomInfo CEO Henry Schuck](https://www.safegraph.com/blog/building-a-billion-dollar-data-company/) - [Building a Data Company in Space: World of DaaS interview with Planet CEO, Will Marshall](https://www.safegraph.com/blog/building-a-data-company-in-space/) - [Building a Data Maturity Model + The Four Stages of Data Maturity](https://www.safegraph.com/blog/the-four-stages-of-data-maturity/) - [Building a Fairer Future of Work: World of DaaS Interview with Checkr CEO Daniel Yanisse](https://www.safegraph.com/blog/building-a-fairer-future-of-work/) - [Building a Geospatial Data Ecosystem](https://www.safegraph.com/blog/building-a-geospatial-data-ecosystem/) - [Building a Killer Go-to-Market Strategy](https://www.safegraph.com/blog/building-a-killer-go-to-market-strategy/) - [Building Footprints: Essential Data for Accurate Geospatial Analysis ](https://www.safegraph.com/blog/building-footprints-essential-data-for-accurate-geospatial-analysis/) - [Building Footprints: Examples & Where to Get the Data](https://www.safegraph.com/blog/building-footprint/) - [Canadian Market Analysis with POI Data From the AWS Data Exchange](https://www.safegraph.com/blog/canadian-market-analysis-with-poi-data-from-the-aws-data-exchange/) - [Coming Soon: UK Places Data](https://www.safegraph.com/blog/coming-soon-uk-places-data/) - [Comparing SafeGraph Aggregate Spend to the Census Monthly Retail Trade Survey](https://www.safegraph.com/blog/safegraph-spend-census-monthly-retail-trade-survey/) - [Comparing SafeGraph and OpenStreetMap: The Hidden Cost of Free Data](https://www.safegraph.com/blog/comparing-safegraph-and-openstreetmap/) - [Complete Guide to Understanding Spatial Analysis](https://www.safegraph.com/blog/complete-guide-to-understanding-spatial-analysis) - [Connecting Alternative Data Sources for Investment Research](https://www.safegraph.com/blog/connecting-alternative-data-sources/) - [Creating a Winning Map: Mapscaping Contest Winner Interview](https://www.safegraph.com/blog/what-it-takes-to-create-a-winning-map/) - [Cross Shopping Behaviour: See Where Else Consumers Spend Money](https://www.safegraph.com/blog/announcing-cross-shopping-insights-see-where-else-consumers-spend-money/) - [Data Can Transform Society for the Better](https://www.safegraph.com/blog/data-can-transform-society-for-the-better/) - [Data Demos: SafeGraph Places Python Starter Notebook](https://www.safegraph.com/blog/data-demos-safegraph-core-places-python-starter-notebook/) - [Data Science Interview Preparation: Top Tips for How To Nail It](https://www.safegraph.com/blog/data-science-interview-preparation/) - [Data-as-a-Service Bible: Everything You Wanted to Know About Running DaaS Companies](https://www.safegraph.com/blog/data-as-a-service-bible-everything-you-wanted-to-know-about-running-daas-companies/) - [DataChronicle Architecture: Achieving Traceability for Large-scale Data Processing in SafeGraph](https://www.safegraph.com/blog/datachronicle-architecture-achieving-traceability-for-large-scale-data-processing-in-safegraph/) - [Demystifying the SafeGraph Facts](https://www.safegraph.com/blog/demystifying-the-safegraph-facts/) - [Developing a Site Deselection Strategy with Regional Trends in Business Closures](https://www.safegraph.com/blog/regional-trends-in-business-closures/) - [Do Republican Counties Drink More Than Democrat Voting Counties?](https://www.safegraph.com/blog/do-republican-counties-drink-more-than-democrat-voting-counties/) - [Do you vote like a Toyota? Or a Ford?](https://www.safegraph.com/blog/do-you-vote-like-a-toyota-or-a-ford/) - [Esri User Conference 2025 Recap](https://www.safegraph.com/blog/esri-user-conference-2025-recap/) - [Everything You Need to Know About Industrial POIs](https://www.safegraph.com/blog/everything-you-need-to-know-about-industrial-pois/) - [Fast Food Brands: The Rise and Fall](https://www.safegraph.com/blog/fast-food-brands-the-rise-and-fall/) - [Fast Food Chains With The Most Locations Per State (#2 Most Popular Restaurant Will Surprise You!)](https://www.safegraph.com/blog/fast-food-chains-with-the-most-locations-per-state-2-most-popular-restaurant-will-surprise-you/) - [Felix Cheung Joins SafeGraph as VP Engineering](https://www.safegraph.com/blog/felix-cheung-joins-as-vp-engineering/) - [Forget ML — 4 Weird Edge Cases Which Confuse Even Humans When It Comes To Places Data](https://www.safegraph.com/blog/forget-ml-4-weird-edge-cases-which-confuse-even-humans-when-it-comes-to-places-data/) - [Geofencing Marketing: What It Is and How to Advertise With It](https://www.safegraph.com/blog/geofencing-marketing/) - [Geometry Data: The Anchor of SafeGraph Places](https://www.safegraph.com/blog/geometry-the-anchor-of-safegraph-places/) - [Geospatial Data 101: What It Is and How to Use It](https://www.safegraph.com/blog/spatial-data-gis-101/) - [Global Port POI and Geometry Data for Improved Supply Chain Analysis](https://www.safegraph.com/blog/global-port-poi-and-geometry-data-for-improved-supply-chain-analysis/) - [How Commercial Data Sharing Will Develop in 2024](https://www.safegraph.com/blog/how-commercial-data-sharing-will-develop-in-2024/) - [How Data Sharing Transformed Insurance: World of DaaS interview with Verisk CEO, Scott Stephenson](https://www.safegraph.com/blog/how-data-sharing-transformed-insurance/) - [How Our Definition of a “Place” Has Evolved](https://www.safegraph.com/blog/how-our-definition-of-a-place-has-evolved/) - [How SafeGraph built a reliable, efficient, and user-friendly Apache Spark platform with Amazon EMR on Amazon EKS](https://www.safegraph.com/blog/how-safegraph-built-a-reliable-efficient-and-user-friendly-apache-spark-platform-with-amazon-emr-on-amazon-eks/) - [How SafeGraph Powers Location-Based Audiences](https://www.safegraph.com/blog/how-safegraph-powers-location-based-audiences/) - [How SafeGraph Raised Its Unconventional Series A Financing](https://www.safegraph.com/blog/how-safegraph-raised-its-unconventional-series-a-financing/) - [How to Apply for Data Science Jobs: The Trick to Landing the Job](https://www.safegraph.com/blog/how-to-apply-for-data-science-jobs/) - [How to Build a Catchment Area Map for Enhanced Trade Area Analysis](https://www.safegraph.com/blog/catchment-map/) - [How to Decide Whether to Build vs. Buy a POI Database](https://www.safegraph.com/blog/build-vs-buy-poi-data/) - [How to Do Effective Catchment Marketing for Your Local Business](https://www.safegraph.com/blog/catchment-marketing/) - [How to Use Geocoding API to Drive Business Growth](https://www.safegraph.com/blog/how-to-use-geocoding-api-to-drive-business-growth/) - [How to Use POI Data for Catchment Area Analysis](https://www.safegraph.com/blog/how-to-use-poi-data-for-catchment-area-analysis/) - [ICSC 2025 Recap: The Data Arms Race Is On](https://www.safegraph.com/blog/icsc-2025-recap-the-data-arms-race-is-on/) - [Improving Location Intelligence with Richer Category and Amenity Data](https://www.safegraph.com/blog/improving-location-intelligence-with-richer-category-and-amenity-data/) - [Insurance Risk Assessment, Enhance with Accurate POI Data](https://www.safegraph.com/blog/point-of-interest-data-makes-better-insurance-risk-assessment/) - [Insurance Risk Modeling with Places Data](https://www.safegraph.com/blog/insurance-risk-modeling-with-places-data/) - [Introducing Expanded SafeGraph Category Tags: More Granular Than NAICS Codes](https://www.safegraph.com/blog/safegraph-category-tags/) - [Introducing Point POIs - Data for ATMs, Transit Stops, & More](https://www.safegraph.com/blog/introducing-point-pois/) - [Introducing SafeGraph Places: The Source of Truth about Physical Places](https://www.safegraph.com/blog/introducing-safegraph-places-the-source-of-truth-about-physical-places/) - [It’s Our Moral Obligation to Make Data More Accessible](https://www.safegraph.com/blog/data-accessibility-moral-obligation/) - [Leverage joint demand and location intelligence for stronger occasion-based marketing](https://www.safegraph.com/blog/leverage-joint-demand-and-location-intelligence-for-stronger-occasion-based-marketing/) - [Leveraging Places Data to Make Informed Investment Decisions](https://www.safegraph.com/blog/leveraging-places-data-to-make-informed-investment-decisions/) - [Maintaining a Source of Truth in a Dynamically Changing World](https://www.safegraph.com/blog/maintaining-a-source-of-truth-in-a-dynamically-changing-world/) - [Moore's Law Strikes the Satellite Industry](https://www.safegraph.com/blog/moores-law-strikes-the-satellite-industry/) - [More Data Doesn't Always Mean Better Data](https://www.safegraph.com/blog/more-data-doesnt-always-mean-better-data/) - [Now Available: SafeGraph UK Data](https://www.safegraph.com/blog/safegraph-uk-data/) - [Open Census Data Update: Now Including ACS Data From 2016-2019](https://www.safegraph.com/blog/open-census-data-update/) - [Open Census Data: Everything You Need to Know to Get Started](https://www.safegraph.com/blog/beginners-guide-to-census/) - [Outlining the SafeGraph Recruiting Process](https://www.safegraph.com/blog/outlining-the-safegraph-recruiting-process/) - [Owning the Work Marketplace: World of DaaS interview with Upwork CEO Hayden Brown](https://www.safegraph.com/blog/owning-the-work-marketplace/) - [POI Data for Lead Generation: Automating CRM Enrichment and Territory Planning](https://www.safegraph.com/blog/poi-data-for-lead-generation-automating-crm-enrichment-and-territory-planning/) - [Points of Interest Data: 5 Most Common Use Cases](https://www.safegraph.com/blog/5-most-common-use-cases-for-points-of-interest-data/) - [Polygon Data: Top 3 Use Cases](https://www.safegraph.com/blog/polygon-data/) - [Product Spotlight: Enhanced Filtering with SafeGraph’s Category Tags & Amenity Data](https://www.safegraph.com/blog/product-spotlight-narrower-filtering-with-safegraphs-category-tags-amenity-data/) - [Product Spotlight: Enriching Transaction Data with SafeGraph Places](https://www.safegraph.com/blog/product-spotlight-enriching-transaction-data-with-safegraph-places/) - [Product Spotlight: How Geocoded Address Data Powers Global Location Intelligence](https://www.safegraph.com/blog/product-spotlight-how-geocoded-address-data-powers-global-location-intelligence/) - [Reasons Why Data Scientists Choose SafeGraph Data](https://www.safegraph.com/blog/6-reasons-why-data-scientists-choose-safegraph-data/) - [Reimagining Democracy with Quadratic Funding and Quadratic Voting: World of DaaS interview with Microsoft OCTOPEST, Glen Weyl](https://www.safegraph.com/blog/reimagining-democracy-with-quadratic-funding-and-quadratic-voting/) - [Retail Site Selection Checklist: 7 Steps for Choosing a New Location](https://www.safegraph.com/blog/retail-site-selection-checklist/) - [SafeGraph 2022 Year in Review](https://www.safegraph.com/blog/2022-annual-report/) - [SafeGraph 2024 Year in Review](https://www.safegraph.com/blog/safegraph-2024-year-in-review/) - [SafeGraph Data Used to Support Turkey Disaster Response](https://www.safegraph.com/blog/safegraph-data-used-to-support-turkey-disaster-response/) - [SafeGraph Expands Its Footprint Into the United Kingdom](https://www.safegraph.com/blog/safegraph-expands-its-footprint-into-the-united-kingdom/) - [SafeGraph Featured on Mapscaping: A Podcast for the Geospatial Community](https://www.safegraph.com/blog/safegraph-featured-on-mapscaping-podcast-geospatial-community/) - [SafeGraph Joins Placekey Initiative as a Founding Partner to Build a Standard Identifier For Physical Places](https://www.safegraph.com/blog/safegraph-joins-placekey-initiative-as-a-founding-partner/) - [SafeGraph Named Databricks’ Data Sharing Partner of the Year](https://www.safegraph.com/blog/safegraph-named-databricks-data-sharing-partner-of-the-year/) - [SafeGraph Partners With AWS and Databricks To Launch Industry’s First Full-Stack Location Solution](https://www.safegraph.com/blog/safegraph-partners-with-amazon-aws-and-databricks-for-full-stack-location-solution/) - [SafeGraph Partners with Databricks on Open Data Sharing](https://www.safegraph.com/blog/safegraph-databricks-delta-sharing/) - [SafeGraph Partners with Dewey to Democratize Access to Data for Academics](https://www.safegraph.com/blog/safegraph-partners-with-dewey/) - [SafeGraph Raises $16 Million Series A](https://www.safegraph.com/blog/safegraph-raises-16-million-series-a/) - [SafeGraph Vision Strategy and Values Driving Data Innovation](https://www.safegraph.com/blog/safegraph-vision-and-values/) - [SafeGraph's Data Sourcing Process](https://www.safegraph.com/blog/safegraphs-data-sourcing-process/) - [SafeGraph’s Geometry Dataset now includes Parking Lots](https://www.safegraph.com/blog/parking-lots-dataset/) - [SafeGraph’s Response to Congressional Inquiry on User Privacy](https://www.safegraph.com/blog/safegraph-response-to-congressional-inquiry-on-user-privacy/) - [Scaling Data As a Service (DaaS) with Platform Engineering](https://www.safegraph.com/blog/scaling-data-as-a-service-daas-with-platform-engineering/) - [Setting up SafeGraph for a Prosperous Future](https://www.safegraph.com/blog/setting-up-safegraph-for-a-prosperous-future/) - [Should Your Organization Build or Buy a POI Database?](https://www.safegraph.com/blog/build-or-buy-poi-data/) - [Solving Social Media Market Failures: World of DaaS interview with MIT Professor, Sinan Aral](https://www.safegraph.com/blog/solving-social-media-market-failures/) - [Supercharge Your Revenue with Places Data](https://www.safegraph.com/blog/supercharge-your-revenue-with-places-data/) - [The Importance of Reliable, Accurate, and Timely Open and Close Metadata for POIs](https://www.safegraph.com/blog/the-importance-of-reliable-accurate-and-timely-open-and-close-metadata-for-pois/) - [The SafeGraph Standard: Core Attributes of SafeGraph Employees](https://www.safegraph.com/blog/the-safegraph-standard-core-attributes-of-safegraph-employees/) - [The Secret to Using Location Data Marketing Perfectly](https://www.safegraph.com/blog/location-data-marketing/) - [The Techniques in Spatial Data Analysis and How SafeGraph Can Help](https://www.safegraph.com/blog/the-techniques-in-spatial-data-analysis-and-how-safegraph-can-help) - [The Ultimate Guide to Local Search Applications & POI Data](https://www.safegraph.com/blog/the-ultimate-guide-to-local-search-applications-poi-data/) - [The Ultimate Guide to Location-Based Audiences](https://www.safegraph.com/blog/the-ultimate-guide-to-location-based-audiences/) - [Three Reasons Why Brand Attribution is Essential to POI Data](https://www.safegraph.com/blog/three-reasons-why-brand-attribution-is-essential-to-poi-data/) - [Top 10 Use Cases of Geographic Information Systems](https://www.safegraph.com/blog/top-10-use-cases-of-geographic-information-systems) - [Top 8 Alternative Data Use Cases for Making Smarter Financial Decisions](https://www.safegraph.com/blog/alternative-data-use-cases/) - [Unacast Announces Strategic Partnership with SafeGraph to Bring Enhancements to the Unacast Insights Platform](https://www.safegraph.com/blog/unacast-safegraph-partnership/) - [Using Connected Vehicle Data and Parking Lot Polygons to Attribute POI Visits](https://www.safegraph.com/blog/connected-vehicle-data-parking-lot-polygons/) - [Using Geospatial Data to Understand General Liability](https://www.safegraph.com/blog/geospatial-data-general-liability/) - [Using SafeGraph Polygons to Estimate Point-Of-Interest Square Footage](https://www.safegraph.com/blog/using-safegraph-polygons-to-estimate-point-of-interest-square-footage/) - [Validating Spend Data for Brands Against Company Reporting‍](https://www.safegraph.com/blog/validating-spend-data-for-brands-against-company-reporting/) - [Validating Store Counts for Brands Against Company Reporting](https://www.safegraph.com/blog/validating-store-counts-for-brands-against-company-reporting/) - [We Can Use Machine Learning to Make Better Decisions: World of DaaS interview with Stanford professor of economics, Susan Athey](https://www.safegraph.com/blog/susan-athey-tech-economists-machine-learning-and-causation/) - [We Need Open Information to Power Innovation](https://www.safegraph.com/blog/we-need-open-information-to-power-innovation/) - [What Is a Catchment Area? + Methods & Tools for Your Analysis](https://www.safegraph.com/blog/catchment-area/) - [What is GIS data and How Does SafeGraph Top the Chart?](https://www.safegraph.com/blog/what-is-gis-data-and-how-does-safegraph-top-the-chart) - [What should your interview pass rate be?](https://www.safegraph.com/blog/what-should-your-interview-pass-rate-be/) - [Where Should Machines Go To Learn?](https://www.safegraph.com/blog/where-should-machines-go-to-learn/) - [Why “Exit Transparency” Can Make Companies Stronger](https://www.safegraph.com/blog/why-exit-transparency-can-make-companies-stronger/) - [Why Airline Loyalty Programs Are Really Just FinTech Companies: World of DaaS interview with Author of The Diff, Byrne Hobart](https://www.safegraph.com/blog/why-airline-loyalty-programs-are-really-just-fintech-companies/) - [Why Data Standards Matter](https://www.safegraph.com/blog/data-standards-and-the-join-key/) - [Why humility is core to being a successful DaaS (Data-as-a-Service) business](https://www.safegraph.com/blog/why-humility-is-core-to-being-a-successful-daas-data-as-a-service-business/) - [Why joint data sets are infinitely more valuable](https://www.safegraph.com/blog/why-joint-data-sets-are-infinitely-more-valuable/) - [Why SafeGraph Does Written Interviews ✍️ (and Why Your Company Should Do Them Too)](https://www.safegraph.com/blog/why-safegraph-does-written-interviews-and-why-your-company-should-do-them-too/) - [Why SafeGraph Moved its HQ from San Francisco to Denver](https://www.safegraph.com/blog/why-safegraph-moved-its-hq-from-san-francisco-to-denver/) - [Why SafeGraph Raised a $45M Series B](https://www.safegraph.com/blog/why-safegraph-raised-a-45m-series-b/) - [Why the famous Peter Thiel interview question is so predictive](https://www.safegraph.com/blog/why-the-famous-peter-thiel-interview-question-is-so-predictive/) - [Why Transparency Matters: Becoming the Most Transparent Data Company](https://www.safegraph.com/blog/data-privacy-and-transparency/) - [Working with Locations Inside Other Locations](https://www.safegraph.com/blog/working-with-locations-inside-other-locations/) - [Your Favorite Local Grocery Store Chain? Never Heard Of It! InfoGraphics Exploring The Top Chains In Each State](https://www.safegraph.com/blog/local-grocery-store-chain-infographics-exploring-top-chains-in-each-state/) ### Pages - [2025 Spatial Analysis Trends](https://www.safegraph.com/spatial-analysis-in-2025-key-trends) - [About](https://www.safegraph.com/about/) - [Address](https://www.safegraph.com/address/) - [Attributes](https://www.safegraph.com/attributes/) - [Blog](https://www.safegraph.com/blog/) - [Careers](https://www.safegraph.com/careers/) - [CARTO](https://www.safegraph.com/carto-2/) - [CCPA Privacy Policy](https://www.safegraph.com/ccpa-privacy-policy/) - [ChainXY vs SafeGraph | Business Listing & POI Data Providers](https://www.safegraph.com/compare/chainxy-vs-safegraph/) - [Consumer Data Access Request Form](https://www.safegraph.com/consumer-data-access-request-form/) - [Corelogic Safegraph Partnership](https://www.safegraph.com/corelogic-safegraph-partnership/) - [Data for Innovators](https://www.safegraph.com/data-for-innovators/) - [Do Not Sell My Info](https://www.safegraph.com/do-not-sell-my-info/) - [Epc 2023](https://www.safegraph.com/epc-2023/) - [Esri User Conference 2023](https://www.safegraph.com/esri-user-conference-2023) - [Evaluation Terms of Service](https://www.safegraph.com/evaluation-terms-of-service/) - [Geocoded Addresses](https://www.safegraph.com/geocoded-addresses) - [Geometry](https://www.safegraph.com/products/geometry/) - [Homepage](https://www.safegraph.com/) - [Influencer Bios](https://www.safegraph.com/influencer-bios) - [Integrations](https://www.safegraph.com/partners/) - [Introducing: SafeGraph's Early Closure Signal for POIs](https://www.safegraph.com/vacancies) - [Join SafeGraph at SDSC London](https://www.safegraph.com/sdsc-london-2023) - [Learn More](https://www.safegraph.com/learn-more/) - [Local Business Appointments API](https://www.safegraph.com/local-business-appointments-api) - [Modern Data Partner](https://www.safegraph.com/modern-data-partner/) - [Newsletter](https://www.safegraph.com/newsletter/) - [Places](https://www.safegraph.com/products/places/) - [POI Data for AI Trip Apps](https://www.safegraph.com/poi-data-for-ai-trip-apps) - [Preference Center](https://www.safegraph.com/preference-center/) - [Pricing](https://www.safegraph.com/pricing/) - [Privacy Policy](https://www.safegraph.com/privacy-policy/) - [Products](https://www.safegraph.com/products/) - [Publications](https://www.safegraph.com/publications-new) - [Publisher Reservations](https://www.safegraph.com/publisher-reservations) - [Reservation Service Policies Guidelines](https://www.safegraph.com/reservation-service-policies-guidelines) - [Reservations Terms of Service](https://www.safegraph.com/reservations-terms-of-service) - [Safegraph Aliases for Emergency Response](https://www.safegraph.com/safegraph-aliases-for-emergency-response) - [SafeGraph Alternatives | Which POI data is right for you?](https://www.safegraph.com/compare/safegraph-alternatives/) - [Safegraph Places for Retail](https://www.safegraph.com/safegraph-places-for-retail) - [Schedule a Demo](https://www.safegraph.com/schedule-a-demo/) - [Spend](https://www.safegraph.com/products/spend/) - [Terms of Services](https://www.safegraph.com/terms-of-services/) - [Use Case](https://www.safegraph.com/use-case/) ### Partners - [Access SafeGraph Data in Domo](https://www.safegraph.com/partners/domo/) - [ArcGIS](https://www.safegraph.com/partners/esri/) - [AWS](https://www.safegraph.com/partners/aws/) - [CARTO](https://www.safegraph.com/partners/carto/) - [Databricks](https://www.safegraph.com/partners/databricks/) - [SafeGraph and CoreLogic Partnership](https://www.safegraph.com/partners/corelogic/) - [Snowflake](https://www.safegraph.com/partners/snowflake/) ### Case Studies - [Adomni Uses SafeGraph Data to Empower Brands to Plan Highly-Targeted DOOH Campaigns](https://www.safegraph.com/customers/adomni/) - [Avison Young Uses SafeGraph Data to Offer Ground-Level Insights for Commercial Real Estate Site Selection](https://www.safegraph.com/customers/avison-young/) - [Billups OOH Ad Attribution Solution Powered By SafeGraph POI Data](https://www.safegraph.com/customers/billups-ooh-advertising-attribution-case-study/) - [Clear Channel Europe Uses SafeGraph Data to Fuel More Targeted, Higher Performing OOH Advertising Campaigns](https://www.safegraph.com/customers/clear-channel/) - [Dosh’s Card-Linked Offers Platform Is Powered By SafeGraph Places Data](https://www.safegraph.com/customers/dosh-store-location-data-case-study/) - [How the Retail Banking Industry Uses SafeGraph Data to Make More Informed Site Selection Decisions](https://www.safegraph.com/customers/retail-banking/) - [Just One Way the Public Sector Uses SafeGraph Data to Understand the ‘Walkability’ of Urban Areas](https://www.safegraph.com/customers/public-sector/) - [Media Storm's Location-Based Audiences Using SafeGraph POI Data](https://www.safegraph.com/customers/media-storm-location-based-audiences/) - [MikMak Uses SafeGraph Data to Close the Gap Between the Online-to-Offline Shopper Journey](https://www.safegraph.com/customers/mikmak/) - [Mobsta Uses SafeGraph Data to Give Ad Agencies An Effective Way to Plan Geo-Contextual Campaigns](https://www.safegraph.com/customers/mobsta/) - [Olvin Uses SafeGraph Data to Build a More Accurate and Reliable Store Visit Attribution Model](https://www.safegraph.com/customers/olvin/) - [Plaid Uses SafeGraph to Bring Precision to Transaction Enrichment](https://www.safegraph.com/customers/plaid/) - [RainBarrel Uses SafeGraph Data to Build Digital Advertising Audiences with Geospatial Context](https://www.safegraph.com/customers/rainbarrel/) - [Socially Determined Uses SafeGraph Data to Advance the State of Public Health in a Meaningful Way](https://www.safegraph.com/customers/socially-determined/) - [Spade Uses SafeGraph Data to Bring Greater Transparency and Trust to the Financial Services Industry](https://www.safegraph.com/customers/spade/) - [Sysco Uncovers Complex Market and Brand Insights in a Changing Economy Using SafeGraph Places Data](https://www.safegraph.com/customers/sysco-uncovers-complex-market-and-brand-insights-in-a-changing-economy-using-safegraph-places-data/) - [Talon Uses SafeGraph Data to Add Greater Breadth and Depth to OOH Audience Targeting](https://www.safegraph.com/customers/talon/) - [Understanding the Economy with INRIX and SafeGraph Data](https://www.safegraph.com/customers/understanding-the-economy-with-inrix-and-safegraph-data/) ### Guides - [12 Methods for Visualizing Geospatial Data on a Map](https://www.safegraph.com/guides/visualizing-geospatial-data/) - [A Technical Guide to SafeGraph Places Data](https://www.safegraph.com/guides/places-data-technical-guide/) - [Best POI Data Provider for Quality Point of Interest Data](https://www.safegraph.com/guides/poi-data-provider/) - [Business Intelligence vs. Competitive Intelligence: A Comparison](https://www.safegraph.com/guides/business-intelligence-vs-competitive-intelligence/) - [ChainXY Alternatives for More Complete and Flexible POI Data](https://www.safegraph.com/guides/chainxy-alternatives/) - [Challenges of Geospatial Data Integrations](https://www.safegraph.com/guides/geospatial-data-integration-challenges/) - [Data: The Future of Commercial Real Estate](https://www.safegraph.com/guides/data-the-future-of-commercial-real-estate/) - [Determining Points of Interest Visits From Location Data: A Technical Guide To Visit Attribution](https://www.safegraph.com/guides/visit-attribution-white-paper/) - [Foot Traffic Data Providers](https://www.safegraph.com/guides/foot-traffic-data-providers/) - [Foot Traffic Data: Calculations, Accurate POIs, & Where to Get It](https://www.safegraph.com/guides/foot-traffic-data/) - [Geospatial Data Analytics: What It Is, Benefits, and Top Use Cases](https://www.safegraph.com/guides/geospatial-data-analytics/) - [Geospatial Data Management Best Practices: 5 Steps to a Winning Strategy](https://www.safegraph.com/guides/geospatial-data-management-best-practices/) - [Geospatial Data Providers: Services, Companies, and Products](https://www.safegraph.com/guides/geospatial-data-providers/) - [Geospatial Data Sources: Where to Get the Data You Need](https://www.safegraph.com/guides/geospatial-data-sources/) - [Geospatial Data Types and How You Can Use Them | SafeGraph](https://www.safegraph.com/guides/geospatial-data-types/) - [Geospatial Data: A Comprehensive Guide](https://www.safegraph.com/guides/geospatial-data/) - [Google Places API Alternatives for Sourcing POI Data](https://www.safegraph.com/guides/google-places-api-alternatives/) - [Google Places API Pricing: Is It Worth It for Your Business?](https://www.safegraph.com/guides/google-places-api-pricing/) - [Introducing SafeGraph's New Data Maturity Model](https://www.safegraph.com/guides/introducing-safegraphs-new-data-maturity-model/) - [OpenStreetMap API Alternatives for More Reliable POI Data](https://www.safegraph.com/guides/openstreetmap-api-alternative/) - [POI APIs: Why They’re Used and What to Use as Alternatives](https://www.safegraph.com/guides/poi-api/) - [SafeGraph’s Data Evaluation Checklist](https://www.safegraph.com/guides/safegraphs-data-evaluation-checklist/) - [SafeGraph’s Guide to Better Location-Based Marketing](https://www.safegraph.com/guides/safegraphs-guide-to-better-location-based-marketing/) - [SafeGraph’s Guide to Developing a Winning Retail Strategy with Location Data](https://www.safegraph.com/guides/safegraphs-guide-to-developing-a-winning-retail-strategy-with-location-data/) - [Store Visit Attribution: Importance, Methods, & Where to Get Data](https://www.safegraph.com/guides/visit-attribution/) - [The Big Wake-Up Call: Re-thinking the Entire Playbook for the Quick Service Restaurant Industry](https://www.safegraph.com/guides/playbook-for-the-quick-service-restaurant-industry/) - [The Ultimate Guide to Alternative Data for Financial Analysis](https://www.safegraph.com/guides/alternative-data/) - [The Ultimate Guide to Competitive Intelligence Research](https://www.safegraph.com/guides/competitive-intelligence/) - [The Ultimate Guide to Geofencing for Marketing and Beyond](https://www.safegraph.com/guides/geofencing/) - [The Ultimate Guide to Mobility Data: Sources, Benefits, and Applications](https://www.safegraph.com/guides/mobility-data/) - [The Ultimate Guide to Points of Interest Data](https://www.safegraph.com/guides/points-of-interest-poi-data-guide/) - [The Ultimate Guide to SafeGraph’s Geocode Data](https://www.safegraph.com/guides/the-ultimate-guide-to-safegraphs-geocode-data/) - [Top 10 Uses of Geospatial Data + Where to Get It](https://www.safegraph.com/guides/uses-of-geospatial-data/) - [Ultimate Guide to Location Intelligence: Uses and Providers](https://www.safegraph.com/guides/location-intelligence/) - [What a Places API is (and the Best Alternative for POI Data)](https://www.safegraph.com/guides/places-api/) - [Where to Buy Alternative Data for Cutting-Edge Insights](https://www.safegraph.com/guides/where-to-buy-alternative-data/) - [Where to Buy Geospatial Data from Reliable Providers](https://www.safegraph.com/guides/where-to-buy-geospatial-data/) - [Where to Buy Location Data: Best Providers for the Top 9 Types](https://www.safegraph.com/guides/buy-location-data/) - [Where to Get Business and Store Location Data + Why You Should Use It](https://www.safegraph.com/guides/store-location-data/) - [Why Accurate Data is Important for Business Operations](https://www.safegraph.com/guides/why-accurate-data-is-important/) - [Why Your Business Should Use Financial Data Visualizations](https://www.safegraph.com/guides/financial-data-visualization/) ### Data Examples - [Austin Neighborhood Catchment Areas](https://www.safegraph.com/data-examples/austin-catchment-areas/) - [Austin Tourism Map](https://www.safegraph.com/data-examples/austin-tourism-map/) - [Gas & EV Charging Stations](https://www.safegraph.com/data-examples/gas-ev-charging-stations/) - [Global Energy POIs & Nearby Places](https://www.safegraph.com/data-examples/global-energy-pois-nearby-places/) - [Grocery Store Access](https://www.safegraph.com/data-examples/grocery-store-access/) - [March Madness Stadium Footprints](https://www.safegraph.com/data-examples/2025-march-madness-stadium-footprints/) - [Mexico City Attractions](https://www.safegraph.com/data-examples/mexico-city-attractions/) - [Now Available: SafeGraph UK Places Data](https://www.safegraph.com/data-examples/now-available-safegraph-uk-places-data/) - [Parking Lot Polygons](https://www.safegraph.com/data-examples/parking-lot-polygons/) - [SafeGraph Category Tags](https://www.safegraph.com/data-examples/safegraph-category-tags/) - [SafeGraph Places Statistics: POI Data Coverage by Country](https://www.safegraph.com/data-examples/places-statistics/) - [San Francisco Public Transit Points](https://www.safegraph.com/data-examples/san-francisco-public-transit-points/) - [Starbucks vs. Dunkin' Predominance](https://www.safegraph.com/data-examples/starbucks-vs-dunkin-predominance/) - [UK Brand Distribution](https://www.safegraph.com/data-examples/uk-brand-distribution/) - [Visit Attribution Methods: Radius vs. Building Footprint](https://www.safegraph.com/data-examples/visit-attribution-methods/) ### Events - [A Fireside Chat with David Rothschild, Economist at Microsoft Research](https://www.safegraph.com/events/fireside-chat-david-rothschild/) - [A Fireside Chat with Dr. Nicholas Christakis](https://www.safegraph.com/events/fireside-chat-with-nicholas-christakis/) - [Accelerating Economic Recovery with Industry Intelligence](https://www.safegraph.com/events/accelerating-economic-recovery-with-industry-intelligence/) - [Analyzing Canadian Communities with POI Data](https://www.safegraph.com/events/analyzing-canadian-communities-with-poi-data/) - [Announcing SafeGraph Spend: The First Places-Based Transaction Dataset](https://www.safegraph.com/events/announcing-safegraph-spend/) - [Best Practices for Working with Large Quantities of Geospatial Data](https://www.safegraph.com/events/best-practices-for-working-with-large-quantities-of-geospatial-data-2/) - [Building Stronger Customer Profiles with Consumer Brand Affinities](https://www.safegraph.com/events/analyzing-cross-store-shopping-behavior/) - [Canadian Market Analysis with POI Data from the AWS Data Exchange](https://www.safegraph.com/events/canadian-market-analysis-with-poi-data-from-the-aws-data-exchange/) - [Data Science Salon 2021: Industrial POI Analysis: The Future of Data Science in Ecommerce and Retail](https://www.safegraph.com/events/data-salon-virtual-applying-ai-machine-learning-to-retail-ecommerce/) - [GeoIgnite 2022: Accurate Geospatial Analysis for a Dynamically Changing World](https://www.safegraph.com/events/accurate-geospatial-analysis/) - [GeoIgnite 2022: Maintaining Quality Places and POI Data (and Why It Matters)](https://www.safegraph.com/events/maintaining-quality-places-data/) - [Going Global: Announcing SafeGraph Global Brands](https://www.safegraph.com/events/going-global/) - [How to Operationalize Geospatial Datasets into Self-Service Analytics at Scale](https://www.safegraph.com/events/operationalizing-blended-geospatial-data/) - [How to Turn a Bunch of Data Into a Site De-Selection Strategy](https://www.safegraph.com/events/how-to-turn-a-bunch-of-data-into-a-site-de-selection-strategy/) - [Knowledge Series: Best Practices for Working with Large Datasets](https://www.safegraph.com/events/knowledge-series-best-practices-for-working-with-large-datasets/) - [Knowledge Series: Introductory Geospatial Analysis](https://www.safegraph.com/events/knowledge-series-geospatial-analysis/) - [Leveraging Geospatial Data to Improve the Top and Bottom Line at the Enterprise Level](https://www.safegraph.com/events/leveraging-geospatial-data-to-improve-the-top-and-bottom-line-at-the-enterprise-level/) - [Modeling OOH Exposure with Spatial Analytics and Places Data](https://www.safegraph.com/events/modeling-ooh-exposure/) - [Modeling Real World Change with Geospatial Data](https://www.safegraph.com/events/odsc-east-webinar/) - [Pint-Sized but Mighty Happy Hour](https://www.safegraph.com/events/snowflake-summit-hh/) - [Points of Interest Just Got More Interesting](https://www.safegraph.com/events/points-of-interest-just-got-more-interesting/) - [Polygon Data: Technical Deep Dive into Critical Components](https://www.safegraph.com/events/polygon-data-technical-deep-dive/) - [Snowflake Data Marketplace Partner Lunch & Learn for Retail](https://www.safegraph.com/events/snowflake-partner-retail-lunch-learn/) - [The Power of POI Open and Close Data in Geospatial Analysis](https://www.safegraph.com/events/the-power-of-open-close-data/) - [Top Use Cases for Polygon Data (+ How They’re Created)](https://www.safegraph.com/events/top-use-cases-for-polygon-data/) - [Working with Point POIs](https://www.safegraph.com/events/working-with-point-pois/) ### Publications - [[COVID-19] Social Distancing in Texas](https://www.safegraph.com/publications/covid-19-social-distancing-in-texas/) - [20 Stunning Geosocial Solutions In 2020](https://www.safegraph.com/publications/20-stunning-geosocial-solutions-in-2020/) - [3 Reasons General Electric Stock Could Double in 2021](https://www.safegraph.com/publications/3-reasons-general-electric-stock-could-double-in-2021/) - [71 people who went to the polls on April 7 got COVID-19; tie to election uncertain](https://www.safegraph.com/publications/71-people-who-went-to-the-polls-on-april-7-got-covid-19-tie-to-election-uncertain/) - [A County-level Dataset for Informing the United States' Response to COVID-19](https://www.safegraph.com/publications/a-county-level-dataset-for-informing-the-united-states-response-to-covid-19/) - [A Data-Driven Take on Social Distancing in the United States](https://www.safegraph.com/publications/a-data-driven-take-on-social-distancing-in-the-united-states/) - [A framework for delineating the scale, extent and characteristics of American retail centre agglomerations](https://www.safegraph.com/publications/a-framework-for-delineating-the-scale-extent-and-characteristics-of-american-retail-centre-agglomerations/) - [A Natural Coronavirus Experiment Is Playing Out In Kentucky And Tennessee](https://www.safegraph.com/publications/a-natural-coronavirus-experiment-is-playing-out/) - [A Resurgence of the Virus, and Lockdowns, Threatens Economic Recovery](https://www.safegraph.com/publications/a-resurgence-of-the-virus-and-lockdowns-threatens-economic-recovery/) - [A Social Network Under Social Distancing: Risk-Driven Backbone Management During COVID-19 and Beyond](https://www.safegraph.com/publications/a-social-network-under-social-distancing-risk-driven-backbone-management-during-covid-19-and-beyond/) - [A Study Into Location-Based Covid-19 Cases Throughout Los Angeles](https://www.safegraph.com/publications/a-study-into-location-based-covid-19-cases-throughout-los-angeles/) - [Across US, a 'tale of two cities' as some embrace reopening amid coronavirus and others remain wary](https://www.safegraph.com/publications/across-us-a-tale-of-two-cities-as-some-embrace-reopening-amid-coronavirus-and-others-remain-wary/) - [Aggregated cellphone data shows Americans are slowly going out more amid coronavirus crisis](https://www.safegraph.com/publications/aggregated-cellphone-data-shows-americans-are-slowly-going-out-more-amid-coronavirus-crisis/) - [Ahead of U.S. August jobs data, high frequency numbers still show stodgy progress](https://www.safegraph.com/publications/ahead-of-u-s-august-jobs-data-high-frequency-numbers-still-show-stodgy-progress/) - [AI 50: America’s Most Promising Artificial Intelligence Companies](https://www.safegraph.com/publications/ai-50-americas-most-promising-artificial-intelligence-companies-2/) - [AI 50: America’s Most Promising Artificial Intelligence Companies](https://www.safegraph.com/publications/ai-50-americas-most-promising-artificial-intelligence-companies/) - [Aiming to become the definitive source for location data, SafeGraph raises $45M](https://www.safegraph.com/publications/aiming-to-become-the-definitive-source-for-location-data-safegraph-raises-45m/) - [Alameda County - Cases and Visits Dashboard](https://www.safegraph.com/publications/alameda-county-cases-and-visits-dashboard/) - [America Is on the Road to Relapse Not Recovery](https://www.safegraph.com/publications/america-is-on-the-road-to-relapse-not-recovery/) - [America’s cautious comeback](https://www.safegraph.com/publications/americas-cautious-comeback/) - [Americans are Delaying Medical Care, and It's Devastating Health-Care Providers](https://www.safegraph.com/publications/americans-are-delaying-medical-care-and-its-devastating-health-care-providers/) - [Americans excel at coronavirus safety precautions](https://www.safegraph.com/publications/americans-excel-at-coronavirus-safety-precautions/) - [Americans splurged over Labor Day weekend. That's the good news](https://www.safegraph.com/publications/americans-splurged-over-labor-day-weekend-thats-the-good-news/) - [Are Republicans or Democrats Social Distancing More?](https://www.safegraph.com/publications/are-republicans-or-democrats-social-distancing-more/) - [As states start to reopen, here’s where people are going](https://www.safegraph.com/publications/as-states-start-to-reopen-heres-where-people-are-going/) - [Association of Mobile Phone Location Data Indications of Travel and Stay-at-Home Mandates With COVID-19 Infection Rates in the US](https://www.safegraph.com/publications/association-of-mobile-phone-location-data-indications-of-travel-and-stay-at-home-mandates-with-covid-19-infection-rates-in-the-us/) - [AtScale Adds New Datasets and BI Dashboards to AtScale Data Insights Marketplace to Uncover New Insights](https://www.safegraph.com/publications/atscale-adds-new-datasets-and-bi-dashboards-to-atscale-data-insights-marketplace-to-uncover-new-insights/) - [Bankruptcy and the COVID-19 Crisis](https://www.safegraph.com/publications/bankruptcy-and-the-covid-19-crisis/) - [Belief in Science Influences Physical Distancing in Response to COVID-19 Lockdown Policies](https://www.safegraph.com/publications/belief-in-science-influences-physical-distancing-in-response-to-covid-19-lockdown-policies/) - [BIG DATA ANALYTICS SHOWS HOW AMERICA’S INDIVIDUALISM COMPLICATES CORONAVIRUS RESPONSE](https://www.safegraph.com/publications/big-data-analytics-shows-how-americas-individualism-complicates-coronavirus-response/) - [Big Data-Derived tool facilitates closer monitoring of recovery from natural disasters](https://www.safegraph.com/publications/big-data-derived-tool-facilitates-closer-monitoring-of-recovery-from-natural-disasters/) - [Big Data/COVID-19 News – 6/1/2020](https://www.safegraph.com/publications/big-data-covid-19-news-6-1-2020/) - [Bikers From at Least 39 States Tracked to Rally With Few Masks](https://www.safegraph.com/publications/bikers-from-at-least-39-states-tracked-to-rally-with-few-masks/) - [Black Lives Matter protests did not cause an uptick in covid-19 cases](https://www.safegraph.com/publications/black-lives-matter-protests-did-not-cause-an-uptick-in-covid-19-cases/) - [Black Lives Matter Protests, Social Distancing, and COVID-19](https://www.safegraph.com/publications/black-lives-matter-protests-social-distancing-and-covid-19-20/) - [Building a resilience framework from phone location data](https://www.safegraph.com/publications/building-a-resilience-framework-from-phone-location-data/) - [Business Exit During the COVID-19 Pandemic: Non-Traditional Measures in Historical Context](https://www.safegraph.com/publications/business-exit-during-the-covid-19-pandemic-non-traditional-measures-in-historical-context/) - [Buy Norwegian Cruise Line Stock Before It Doubles](https://www.safegraph.com/publications/buy-norwegian-cruise-line-stock-before-it-doubles/) - [Calibrating the dynamic Huff model for business analysis using location big data](https://www.safegraph.com/publications/calibrating-the-dynamic-huff-model-for-business-analysis-using-location-big-data/) - [Canadian Retail Foot Traffic Jumps in Sign of Pent-Up Demand](https://www.safegraph.com/publications/canadian-retail-foot-traffic-jumps-in-sign-of-pent-up-demand/) - [CARTS: Chicago Fed Advance Retail Trade Summary](https://www.safegraph.com/publications/carts-chicago-fed-advance-retail-trade-summary/) - [Causal Chain: Shelter-In-Place, Social Distancing, and Suppression of COVID-19](https://www.safegraph.com/publications/causal-chain-shelter-in-place-social-distancing-and-suppression-of-covid-19/) - [CDC COVID Data Tracker](https://www.safegraph.com/publications/cdc-covid-data-tracker/) - [CDC report says people in four key cities are listening to stay at home orders](https://www.safegraph.com/publications/cdc-report-says-people-in-four-key-cities-are-listening-to-stay-at-home-orders/) - [CDC Report: San Francisco Among Four Key Cities Listening To Stay At Home Orders](https://www.safegraph.com/publications/cdc-report-san-francisco-among-four-key-cities-listening-to-stay-at-home-orders/) - [Cell phone data show Bay Area’s early response to shelter orders paid off](https://www.safegraph.com/publications/cell-phone-data-show-bay-areas-early-response-to-shelter-orders-paid-off/) - [Cell phone data shows coronavirus kept churchgoers at home in every state on Easter](https://www.safegraph.com/publications/cell-phone-data-shows-coronavirus-kept-churchgoers-at-home-in-every-state-on-easter/) - [Cell phone mobility data reveals heterogeneity in stay-at-home behavior during the SARS-CoV-2 pandemic](https://www.safegraph.com/publications/cell-phone-mobility-data-reveals-heterogeneity-in-stay-at-home-behavior-during-the-sars-cov-2-pandemic/) - [Cellphone data shows that Americans respected stay-at-home orders but are starting to move again](https://www.safegraph.com/publications/cellphone-data-shows-that-americans-respected-stay-at-home-orders-but-are-starting-to-move-again/) - [Cellphone data shows where people are going in Maricopa County during pandemic](https://www.safegraph.com/publications/cellphone-data-shows-where-people-are-going-in-maricopa-county-during-pandemic/) - [CEO Political Leanings and Store-Level Economic Activity during COVID-19 Crisis: Effects on Shareholder Value and Public Health](https://www.safegraph.com/publications/ceo-political-leanings-and-store-level-economic-activity-during-covid-19-crisis-effects-on-shareholder-value-and-public-health/) - [Characterizing the Spread of COVID-19 from Human Mobility Patterns and SocioDemographic Indicators](https://www.safegraph.com/publications/characterizing-the-spread-of-covid-19-from-human-mobility-patterns-and-sociodemographic-indicators/) - [Chicago Fed Advance Retail Trade Summary Weekly Index of Retail Trade](https://www.safegraph.com/publications/chicago-fed-advance-retail-trade-summary-weekly-index-of-retail-trade/) - [Chicago making strides against coronavirus, data shows; Lightfoot says ‘we’re not where we need to get’](https://www.safegraph.com/publications/chicago-making-strides-against-coronavirus-data-shows-lightfoot-says-were-not-where-we-need-to-get/) - [Chicago Must Revive the Not-So-Magnificent Mile to Thrive Again](https://www.safegraph.com/publications/chicago-must-revive-the-not-so-magnificent-mile-to-thrive-again/) - [Chipotle Mexican Grill PT Raised to $820 at Jefferies; Sees Solid Q3](https://www.safegraph.com/publications/chipotle-mexican-grill-pt-raised-to-820-at-jefferies-sees-solid-q3/) - [Coffee Time - Do Consumers Prefer Local or Corporate Coffee Shops](https://www.safegraph.com/publications/coffee-time-do-consumers-prefer-local-or-corporate-coffee-shops/) - [College Student Contribution to Local COVID-19 Spread: Evidence from University Spring Break Timing](https://www.safegraph.com/publications/college-student-contribution-to-local-covid-19-spread-evidence-from-university-spring-break-timing/) - [Colorado Stay-At-Home Order: Most Compliant Counties, Ranked](https://www.safegraph.com/publications/colorado-stay-at-home-order-most-compliant-counties-ranked/) - [Community venue exposure risk estimator for the COVID-19 pandemic](https://www.safegraph.com/publications/community-venue-exposure-risk-estimator-for-the-covid-19-pandemic/) - [Consumer response to corporate political statements: Evidence from geolocation data](https://www.safegraph.com/publications/consumer-response-to-corporate-political-statements-evidence-from-geolocation-data/) - [Controlling Epidemic Spread: Reducing Economic Losses with Targeted Closures](https://www.safegraph.com/publications/controlling-epidemic-spread-reducing-economic-losses-with-targeted-closures/) - [Coronavirus cases drop by up to 44% due to shelter-in-place orders, study drawing on CDC data shows](https://www.safegraph.com/publications/coronavirus-cases-drop-by-up-to-44-due-to-shelter-in-place-orders-study-drawing-on-cdc-data-shows/) - [Coronavirus lockdowns work](https://www.safegraph.com/publications/coronavirus-lockdowns-work/) - [Coronavirus surges aren't linked to Black Lives Matter protests](https://www.safegraph.com/publications/coronavirus-surges-arent-linked-to-black-lives-matter-protests/) - [Coronavirus Tracker: See the impact of coronavirus on the economy.](https://www.safegraph.com/publications/coronavirus-tracker-see-the-impact-of-coronavirus-on-the-economy/) - [Covid-19 : Cell Phone Study Shows Where Infection Takes Place](https://www.safegraph.com/publications/covid-19-cell-phone-study-shows-where-infection-takes-place/) - [COVID-19 and the Ninth District economy: A dashboard](https://www.safegraph.com/publications/covid-19-and-the-ninth-district-economy-a-dashboard/) - [Covid-19 Cases Surge in 460 Counties Sturgis Riders Hailed From](https://www.safegraph.com/publications/covid-19-cases-surge-in-460-counties-sturgis-riders-hailed-from/) - [COVID-19 economic policy effects on consumer spending and foot traffic in the U.S.](https://www.safegraph.com/publications/covid-19-economic-policy-effects-on-consumer-spending-and-foot-traffic-in-the-u-s/) - [COVID-19 Hits the Economy Hard in Iowa](https://www.safegraph.com/publications/covid-19-hits-the-economy-hard-in-iowa/) - [COVID-19 Impact on Indiana Businesses](https://www.safegraph.com/publications/covid-19-impact-on-indiana-businesses/) - [COVID-19 Mobility Network Modeling](https://www.safegraph.com/publications/covid-19-mobility-network-modeling/) - [COVID-19 Mortality Projections for US States](https://www.safegraph.com/publications/covid-19-mortality-projections-for-us-states/) - [COVID-19 persists ahead of Minnesota stay-at-home decision](https://www.safegraph.com/publications/covid-19-persists-ahead-of-minnesota-stay-at-home-decision/) - [COVID-19 Public-Private Partnership: Syracuse University College of Environmental Science and makepath Working with Safegraph to Understand Virus Mortality](https://www.safegraph.com/publications/covid-19-public-private-partnership-syracuse-university-college-of-environmental-science-and-makepath-working-with-safegraph-to-understand-virus-mortality/) - [COVID-19 restrictions: Map of COVID-19 case trends, restrictions and mobility](https://www.safegraph.com/publications/covid-19-restrictions/) - [COVID-19 Spatial Research](https://www.safegraph.com/publications/covid-19-spatial-research/) - [COVID-19 Transmission Dynamics and Effectiveness of Public Health Interventions in New York City during the 2020 Spring Pandemic Wave](https://www.safegraph.com/publications/covid-19-transmission-dynamics-and-effectiveness-of-public-health-interventions-in-new-york-city-during-the-2020-spring-pandemic-wave/) - [COVID-19’s Striking Impact on Grocery Store Foot Traffic](https://www.safegraph.com/publications/covid-19s-striking-impact-on-grocery-store-foot-traffic/) - [Customer Loyalty and the Persistence of Revenues and Earnings](https://www.safegraph.com/publications/customer-loyalty-and-the-persistence-of-revenues-and-earnings/) - [Dashboard graphs those working from home during COVID-19](https://www.safegraph.com/publications/dashboard-graphs-those-working-from-home-during-covid-19/) - [Data Driven COVID-19 Analytics for Dallas County](https://www.safegraph.com/publications/data-driven-covid-19-analytics-for-dallas-county/) - [Data related to "Working Remotely and the Supply-side Impact of Covid-19](https://www.safegraph.com/publications/data-related-to-working-remotely-and-the-supply-side-impact-of-covid-19/) - [Data trackers show U.S. retail traffic edging up](https://www.safegraph.com/publications/data-trackers-show-u-s-retail-traffic-edging-up/) - [Day Trips Instead of Destinations: Tourist Hot Spots Brace for Lean Years](https://www.safegraph.com/publications/day-trips-instead-of-destinations-tourist-hot-spots-brace-for-lean-years/) - [Density and Distancing in the Covid-19 Pandemic](https://www.safegraph.com/publications/density-and-distancing-in-the-covid-19-pandemic/) - [Differential COVID‐19 case positivity in New York City neighborhoods: Socioeconomic factors and mobility](https://www.safegraph.com/publications/differential-covid-19-case-positivity-in-new-york-city-neighborhoods-socioeconomic-factors-and-mobility/) - [Differential COVID‐19 case positivity in New York City neighborhoods: Socioeconomic factors and mobility](https://www.safegraph.com/publications/differential-covid-19-case-positivity-in-new-york-city-neighborhoods-socioeconomic-factors-and-mobility-2/) - [Dine in or Take out? Trends on Restaurant Service Demand amid the COVID-19 Pandemic](https://www.safegraph.com/publications/dine-in-or-take-out-trends-on-restaurant-service-demand-amid-the-covid-19-pandemic/) - [Do you vote like a Toyota? Or a Ford?](https://www.safegraph.com/publications/do-you-vote-like-a-toyota-or-a-ford/) - [Driving Disease](https://www.safegraph.com/publications/driving-disease/) - [Driving Over Air Travel, Takeout Over Cafes: Pandemic Shapes Consumption](https://www.safegraph.com/publications/driving-over-air-travel-takeout-over-cafes-pandemic-shapes-consumption/) - [Early Evidence on Social Distancing in Response to COVID-19 in the United States](https://www.safegraph.com/publications/early-evidence-on-social-distancing-in-response-to-covid-19-in-the-united-states/) - [Economic Activity and COVID-19 Transmission: Evidence from an Estimated Economic-Epidemiological Model](https://www.safegraph.com/publications/economic-activity-and-covid-19-transmission-evidence-from-an-estimated-economic-epidemiological-model/) - [Editorial: California, Bay Area officials bear burden of reopening amid coronavirus](https://www.safegraph.com/publications/editorial-california-bay-area-officials-bear-burden-of-reopening-amid-coronavirus/) - [Effectiveness and Compliance to Social Distancing During COVID-19](https://www.safegraph.com/publications/effectiveness-and-compliance-to-social-distancing-during-covid-19/) - [Effects of COVID-19 on demographic populations and social distancing measure](https://www.safegraph.com/publications/effects-of-covid-19-on-demographic-populations-and-social-distancing-measure/) - [Effects of the COVID-19 Pandemic on Park Use in U.S. Cities](https://www.safegraph.com/publications/effects-of-the-covid-19-pandemic-on-park-use-in-u-s-cities/) - [End of third quarter shows bright spots, holes in U.S. economic recovery](https://www.safegraph.com/publications/end-of-third-quarter-shows-bright-spots-holes-in-u-s-economic-recovery/) - [Estimating the infection-fatality risk of SARS-CoV-2 in New York City during the spring 2020 pandemic wave: a model-based analysis](https://www.safegraph.com/publications/estimating-the-infection-fatality-risk-of-sars-cov-2-in-new-york-city-during-the-spring-2020-pandemic-wave-a-model-based-analysis/) - [Exploring the Economic Trends of Santa Barbara County](https://www.safegraph.com/publications/exploring-the-economic-trends-of-santa-barbara-county/) - [Exploring the relationship between mobility and COVID− 19 infection rates for the second peak in the United States using phase-wise association](https://www.safegraph.com/publications/exploring-the-relationship-between-mobility-and-covid-19-infection-rates-for-the-second-peak-in-the-united-states-using-phase-wise-association/) - [Exploring Top Grocery Stores by State](https://www.safegraph.com/publications/exploring-top-grocery-stores-by-state/) - [Fear, Lockdown, and Diversion: Comparing Drivers of Pandemic Economic Decline 2020](https://www.safegraph.com/publications/fear-lockdown-and-diversion-comparing-drivers-of-pandemic-economic-decline-2020/) - [Fewer people staying home as government officials discuss lifting restrictions](https://www.safegraph.com/publications/fewer-people-staying-home-as-government-officials-discuss-lifting-restrictions/) - [Five insights about harnessing data and AI from leaders at the frontier](https://www.safegraph.com/publications/five-insights-about-harnessing-data-and-ai-from-leaders-at-the-frontier/) - [Foot Traffic Still Down More Than 90% in Seven NYC Zip Codes, According to Cell Phone Location Data](https://www.safegraph.com/publications/foot-traffic-still-down-more-than-90-in-seven-nyc-zip-codes-according-to-cell-phone-location-data/) - [Forecasting the Spread of COVID-19 under Different Reopening Strategies](https://www.safegraph.com/publications/forecasting-the-spread-of-covid-19-under-different-reopening-strategies/) - [Geospatial Dashboards During COVID-19](https://www.safegraph.com/publications/geospatial-dashboards-during-covid-19/) - [Geospatial Data Headache Solved with Placekey Launch](https://www.safegraph.com/publications/geospatial-data-headache-solved-with-placekey-launch/) - [Give Me Liberty AND Give Me Death: A Science Experiment in Six Days](https://www.safegraph.com/publications/give-me-liberty-and-give-me-death-a-science-experiment-in-six-days/) - [Global Covid Vital Signs](https://www.safegraph.com/publications/global-covid-vital-signs/) - [God is in the Rain: The Impact of Rainfall-Induced Early Social Distancing on COVID-19 Outbreaks](https://www.safegraph.com/publications/god-is-in-the-rain-the-impact-of-rainfall-induced-early-social-distancing-on-covid-19-outbreaks/) - [GRAPHIC-Across U.S. electoral battlegrounds, recovery may be ebbing as virus flows](https://www.safegraph.com/publications/graphic-across-u-s-electoral-battlegrounds-recovery-may-be-ebbing-as-virus-flows/) - [Hair Salons Reopen, and Americans Rush Back](https://www.safegraph.com/publications/hair-salons-reopen-and-americans-rush-back/) - [Hardware retail during COVID-19](https://www.safegraph.com/publications/hardware-retail-during-covid-19/) - [Here's how COVID-19 is impacting foot traffic across the U.S.](https://www.safegraph.com/publications/heres-how-covid-19-is-impacting-foot-traffic-across-the-u-s/) - [Here’s how to safely go to the salon during the pandemic, according to stylists and health experts](https://www.safegraph.com/publications/heres-how-to-safely-go-to-the-salon-during-the-pandemic-according-to-stylists-and-health-experts/) - [High-Frequency Data Prove Their Staying Power With Fed’s Buy-In](https://www.safegraph.com/publications/high-frequency-data-prove-their-staying-power-with-feds-buy-in/) - [Home Depot and Lowe’s Primed for Historic Growth During Pandemic](https://www.safegraph.com/publications/home-depot-and-lowes-primed-for-historic-growth-during-pandemic/) - [Home Depot, Lowe’s Primed for Historic Growth During Coronavirus](https://www.safegraph.com/publications/home-depot-lowes-primed-for-historic-growth-during-coronavirus/) - [How are people reacting to social distancing guidelines?](https://www.safegraph.com/publications/domo-com-covid19-impact-social-distancing/) - [How COVID-19 made high-frequency data a go-to economic indicator](https://www.safegraph.com/publications/how-covid-19-made-high-frequency-data-a-go-to-economic-indicator/) - [How do political beliefs impact the response to coronavirus?](https://www.safegraph.com/publications/how-do-political-beliefs-impact-the-response-to-coronavirus/) - [How Effective Is Social Distancing?](https://www.safegraph.com/publications/how-effective-is-social-distancing/) - [How good are Michiganders at social distancing? Here's a look at Greater Lansing's grades](https://www.safegraph.com/publications/how-good-are-michiganders-at-social-distancing-heres-a-look-at-greater-lansings-grades/) - [How has COVID-19 Impacted Customer Relationship Dynamics at Restaurant Food Delivery Businesses?](https://www.safegraph.com/publications/how-has-covid-19-impacted-customer-relationship-dynamics-at-restaurant-food-delivery-businesses/) - [How J. Crew's bankruptcy sets the stage for a 'shakeout' in retail](https://www.safegraph.com/publications/how-j-crews-bankruptcy-sets-the-stage-for-a-shakeout-in-retail/) - [How Location Data Streams Can Be Used to Fight Against COVID-19](https://www.safegraph.com/publications/how-location-data-streams-can-be-used-to-fight-against-covid-19/) - [How many visitors did Wisconsin businesses lose because of the COVID-19 pandemic and social distancing?](https://www.safegraph.com/publications/how-many-visitors-did-wisconsin-businesses-lose-because-of-the-covid-19-pandemic-and-social-distancing/) - [How SafeGraph measures mobility during COVID-19](https://www.safegraph.com/publications/how-safegraph-measures-mobility-during-covid-19/) - [How Starbuck' Open Bathroom Policy is Impacting Foot Traffic](https://www.safegraph.com/publications/how-starbuck-open-bathroom-policy-is-impacting-foot-traffic/) - [How to use COVID-19 Public Data in Spatial Analysis](https://www.safegraph.com/publications/how-to-use-covid-19-public-data-in-spatial-analysis/) - [Human mobility data and machine learning reveal geographic differences in alcohol sales and alcohol outlet visits across U.S. states during COVID-19](https://www.safegraph.com/publications/human-mobility-data-and-machine-learning-reveal-geographic-differences-in-alcohol-sales-and-alcohol-outlet-visits-across-u-s-states-during-covid-19/) - [Identifying high risk communities across the city of Los Angeles](https://www.safegraph.com/publications/identifying-high-risk-communities-across-the-city-of-los-angeles/) - [In the US, COVID-19 Transmission Thrives in Nicer Weather](https://www.safegraph.com/publications/in-the-us-covid-19-transmission-thrives-in-nicer-weather/) - [Income Effect and the Private Contribution of Public Goods: Household Mobility and the Economic Impact Payment during the COVID-19 Pandemic](https://www.safegraph.com/publications/income-effect-and-the-private-contribution-of-public-goods-household-mobility-and-the-economic-impact-payment-during-the-covid-19-pandemic/) - [Individualism During Crises: Big Data Analytics of Collective Actions and Policy Compliance amid COVID-19](https://www.safegraph.com/publications/individualism-during-crises-big-data-analytics-of-collective-actions-and-policy-compliance-amid-covid-19/) - [Interactive graph shows Sacramento museum and park foot traffic after latest COVID surge](https://www.safegraph.com/publications/sacramento-museum-and-park-foot-traffic/) - [Interactive Map: Protests in wake of George Floyd killing touch all 50 states](https://www.safegraph.com/publications/interactive-map-protests-in-wake-of-george-floyd-killing-touch-all-50-states/) - [Interdependence and the Cost of Uncoordinated Responses to COVID-19](https://www.safegraph.com/publications/interdependence-and-the-cost-of-uncoordinated-responses-to-covid-19/) - [Interdependence and the cost of uncoordinated responses to COVID-19](https://www.safegraph.com/publications/interdependence-and-the-cost-of-uncoordinated-responses-to-covid-19-20/) - [Internal and External Effects of Social Distancing in a Pandemic](https://www.safegraph.com/publications/internal-and-external-effects-of-social-distancing-in-a-pandemic/) - [Internal and External Effects of Social Distancing in a Pandemic](https://www.safegraph.com/publications/internal-and-external-effects-of-social-distancing-in-a-pandemic-2/) - [Iowans Were Scared Into Taking the Virus Seriously](https://www.safegraph.com/publications/iowans-were-scared-into-taking-the-virus-seriously/) - [Is It Safer to Visit a Coffee Shop or a Gym?](https://www.safegraph.com/publications/is-it-safer-to-visit-a-coffee-shop-or-a-gym/) - [Leaders at the Frontier Offer Insights About Harnessing Data and AI](https://www.safegraph.com/publications/leaders-at-the-frontier-offer-insights-about-harnessing-data-and-ai/) - [Learning from Friends in a Pandemic: Social Networks and the Macroeconomic Response of Consumption](https://www.safegraph.com/publications/learning-from-friends-in-a-pandemic-social-networks-and-the-macroeconomic-response-of-consumption/) - [Liquor Consumption: a Data Story](https://www.safegraph.com/publications/liquor-consumption-a-data-story/) - [Marijuana Consumption: a Data Story](https://www.safegraph.com/publications/marijuana-consumption-a-data-story/) - [Mayor de Blasio Announces Launch of The NYC Recovery Data Partnership With Open Call for Data](https://www.safegraph.com/publications/mayor-de-blasio-announces-launch-of-the-nyc-recovery-data-partnership-with-open-call-for-data/) - [McDonald’s Celebrity Buzz Fuels U.S. Growth as Overseas Lags](https://www.safegraph.com/publications/mcdonalds-celebrity-buzz-fuels-u-s-growth-as-overseas-lags/) - [McDonald’s Celebrity Buzz Fuels U.S. Growth as Overseas Lags](https://www.safegraph.com/publications/mcdonalds-celebrity-buzz-fuels-u-s-growth-as-overseas-lags-2/) - [McDonald’s U.S. Traffic Beats 2019 Levels at Lunch, Dinner: Data](https://www.safegraph.com/publications/mcdonalds-u-s-traffic-beats-2019-levels-at-lunch-dinner-data/) - [Measuring Wisconsin Economic Activity Using Foot Traffic Data](https://www.safegraph.com/publications/measuring-wisconsin-economic-activity-using-foot-traffic-data/) - [Meet the company helping scientists study Covid-19 with your location data](https://www.safegraph.com/publications/meet-the-company-helping-scientists-study-covid-19-with-your-location-data/) - [Meet the people still sheltering in place in the Bay Area: ‘I don’t see an end to it’](https://www.safegraph.com/publications/meet-the-people-still-sheltering-in-place-in-the-bay-area-i-dont-see-an-end-to-it/) - [Memphis city leaders use data from cell phones to track spread of COVID-19](https://www.safegraph.com/publications/memphis-city-leaders-use-data-from-cell-phones-to-track-spread-of-covid-19/) - [Mobile location big data can help predict the potential infected areas as coronavirus spreads](https://www.safegraph.com/publications/mobile-location-big-data-can-help-predict-the-potential-infected-areas-as-coronavirus-spreads/) - [Mobile Phone Data Show More Americans Are Leaving Their Homes, Despite Orders](https://www.safegraph.com/publications/mobile-phone-data-show-more-americans-are-leaving-their-homes-despite-orders/) - [Mobile phone location data from US shows more people leaving home despite stay-at-home orders](https://www.safegraph.com/publications/mobile-phone-location-data-from-us-shows-more-people-leaving-home-despite-stay-at-home-orders/) - [Mobility and Engagement Index](https://www.safegraph.com/publications/mobility-and-engagement-index/) - [Mobility network modeling explains higher SARS-CoV-2 infection rates among disadvantaged groups and informs reopening strategies](https://www.safegraph.com/publications/mobility-network-modeling-explains-higher-sars-cov-2-infection-rates-among-disadvantaged-groups-and-informs-reopening-strategies/) - [Mobility network models of COVID-19 explain inequities and inform reopening](https://www.safegraph.com/publications/mobility-network-models-of-covid-19-explain-inequities-and-inform-reopening/) - [Modeling the Spatial Factors of COVID-19 in New York City](https://www.safegraph.com/publications/modeling-the-spatial-factors-of-covid-19-in-new-york-city/) - [Monitoring foot traffic during a pandemic](https://www.safegraph.com/publications/monitoring-foot-traffic-during-a-pandemic/) - [More cities and states are opening bars and restaurants despite mounting evidence of potential danger](https://www.safegraph.com/publications/more-cities-and-states-are-opening-bars-and-restaurants-despite-mounting-evidence-of-potential-danger/) - [NC vs. SC: What GPS phone data say about how well residents stay home for coronavirus](https://www.safegraph.com/publications/nc-vs-sc-what-gps-phone-data-say-about-how-well-residents-stay-home-for-coronavirus/) - [Neighborhood income and physical distancing during the COVID-19 pandemic in the U.S.](https://www.safegraph.com/publications/neighborhood-income-and-physical-distancing-during-the-covid-19-pandemic-in-the-u-s/) - [New Coronavirus Surges Slow Economic Recovery](https://www.safegraph.com/publications/new-coronavirus-surges-slow-economic-recovery/) - [New COVID-19 modeling: Social distancing is working in MN — but only if we keep it up](https://www.safegraph.com/publications/new-covid-19-modeling-social-distancing-is-working-in-mn-but-only-if-we-keep-it-up/) - [New Model Suggests California Can Relax Social Distancing May 17](https://www.safegraph.com/publications/new-model-suggests-california-can-relax-social-distancing-may-17/) - [New Study: College Spring Break Helped Spread The Coronavirus](https://www.safegraph.com/publications/new-study-college-spring-break-helped-spread-the-coronavirus/) - [New York City Reopening Splits Along Lines of Wealth and Race](https://www.safegraph.com/publications/new-york-city-reopening-splits-along-lines-of-wealth-and-race/) - [New York City’s shutdown reduced spread of coronavirus by 70 percent, study finds](https://www.safegraph.com/publications/new-york-citys-shutdown-reduced-spread-of-coronavirus-by-70-percent-study-finds/) - [No NFL fans at MetLife Stadium hurts more than just the New York Giants and the New York Jets](https://www.safegraph.com/publications/no-nfl-fans-at-metlife-stadium-hurts-more-than-just-the-new-york-giants-and-the-new-york-jets/) - [Not All Food Delivery Options Are Savory](https://www.safegraph.com/publications/not-all-food-delivery-options-are-savory/) - [OmniSci Welcomes SafeGraph and Veraset to Its Data Catalog, Providing POI/GPS Data for Commercial, Business, Government](https://www.safegraph.com/publications/omnisci-welcomes-safegraph-and-veraset-to-its-data-catalog-providing-poi-gps-data-for-commercial-business-government/) - [Patterns of Denver Car Thefts and Nearby Population](https://www.safegraph.com/publications/patterns-of-denver-car-thefts-and-nearby-population/) - [PCCI’s Vulnerability Index](https://www.safegraph.com/publications/pccis-vulnerability-index/) - [Peloton and the fate of the fitness industry](https://www.safegraph.com/publications/peloton-and-the-fate-of-the-fitness-industry/) - [People are leaving their homes a lot less. CDC numbers show how much](https://www.safegraph.com/publications/people-are-leaving-their-homes-a-lot-less-cdc-numbers-show-how-much/) - [Percolation of temporal hierarchical mobility networks during COVID-19](https://www.safegraph.com/publications/percolation-of-temporal-hierarchical-mobility-networks-during-covid-19/) - [Peter Thiel invests in Denver geospatial data startup's $45M Series B round](https://www.safegraph.com/publications/peter-thiel-invests-in-denver-geospatial-data-startups-45m-series-b-round/) - [Phone data show consumers avoiding stores, restaurants as COVID surges](https://www.safegraph.com/publications/phone-data-show-consumers-avoiding-stores-restaurants-as-covid-surges/) - [Placekey: The new standard identifier for physical places is adopted by world’s largest organizations, goes no-code](https://www.safegraph.com/publications/placekey-the-new-standard-identifier-for-physical-places-is-adopted-by-worlds-largest-organizations-goes-no-code/) - [Plunging U.S. GDP through June gives way to slow climb back in July](https://www.safegraph.com/publications/plunging-u-s-gdp-through-june-gives-way-to-slow-climb-back-in-july/) - [Points-of-Interest from Mapillary Street-level Imagery: A Dataset For Neighborhood Analytics](https://www.safegraph.com/publications/points-of-interest-from-mapillary-street-level-imagery-a-dataset-for-neighborhood-analytics/) - [Polarization and Public Health: Partisan Differences in Social Distancing during COVID-19](https://www.safegraph.com/publications/polarization-and-public-health-partisan/) - [Political Beliefs affect Compliance with COVID-19 Social Distancing Orders](https://www.safegraph.com/publications/political-beliefs-affect-compliance-with-covid-19-social-distancing-orders/) - [Political beliefs affect compliance with COVID-19 social distancing orders](https://www.safegraph.com/publications/political-beliefs-affect-compliance-with-covid-19-social-distancing-orders-2/) - [Poorer areas have gone from being the least mobile before COVID-19 to the most mobile](https://www.safegraph.com/publications/poorer-areas-have-gone-from-being-the-least-mobile-before-covid-19-to-the-most-mobile/) - [Predicting Stages in Omnichannel Path to Purchase: A Deep Learning Model](https://www.safegraph.com/publications/predicting-stages-in-omnichannel-path-to-purchase-a-deep-learning-model/) - [Predicting when the current epidemic phase will end: initial estimates on when we could shift to containment strategies in the US](https://www.safegraph.com/publications/predicting-when-the-current-epidemic-phase-will-end-initial-estimates-on-when-we-could-shift-to-containment-strategies-in-the-us/) - [Private Precaution and Public Restrictions: What Drives Social Distancing and Industry Foot Traffic in the COVID-19 Era? Copy](https://www.safegraph.com/publications/private-precaution-and-public-restrictions-what-drives-social-distancing-and-industry-foot-traffic-in-the-covid-19-era-copy/) - [Probabilistic Program Inference in Network-Based Epidemiological Simulations](https://www.safegraph.com/publications/probabilistic-program-inference-in-network-based-epidemiological-simulations/) - [Projections for first-wave COVID-19 deaths across the US using social-distancing measures derived from mobile phones](https://www.safegraph.com/publications/projections-for-first-wave-covid-19-deaths-across-the-u-s-using-social-distancing-measures-derived-from-mobile-phones/) - [Projections for first-wave COVID-19 deaths across the US using social-distancing measures derived from mobile phones](https://www.safegraph.com/publications/projections-for-first-wave-covid-19-deaths-across-the-us-using-social-distancing-measures-derived-from-mobile-phones/) - [Public mobility data enables COVID-19 forecasting and management at local and global scales](https://www.safegraph.com/publications/public-mobility-data-enables-covid-19-forecasting-and-management-at-local-and-global-scales/) - [Pursuing Stakeholder Capitalism Is an Impossible Task When Stakeholders Have Different Beliefs](https://www.safegraph.com/publications/pursuing-stakeholder-capitalism-is-an-impossible-task-when-stakeholders-have-different-beliefs/) - [Putting Context Over Coordinates with New Location Encoding Standard](https://www.safegraph.com/publications/putting-context-over-coordinates-with-new-location-encoding-standard/) - [Putting the Air Transportation System to sleep: a passenger perspective measured by passenger-generated data](https://www.safegraph.com/publications/putting-the-air-transportation-system-to-sleep-a-passenger-perspective-measured-by-passenger-generated-data/) - [Rationing Social Contact During the COVID-19 Pandemic: Transmission Risk and Social Benefits of US Locations](https://www.safegraph.com/publications/rationing-social-contact-during-the-covid-19-pandemic-transmission-risk-and-social-benefits-of-us-locations/) - [Rationing social contact during the COVID-19 pandemic: Transmission risk and social benefits of US locations](https://www.safegraph.com/publications/rationing-social-contact-during-the-covid-19-pandemic-transmission-risk-and-social-benefits-of-us-locations-2/) - [Remember Lake of the Ozarks party pics? Many other places boomed Memorial Day](https://www.safegraph.com/publications/remember-lake-of-the-ozarks-party-pics-many-other-places-boomed-memorial-day/) - [Reopening Wisconsin: Regional Health and Economic Factors](https://www.safegraph.com/publications/reopening-wisconsin-regional-health-and-economic-factors/) - [Retail Spending in July Topped Pre-Pandemic Levels](https://www.safegraph.com/publications/retail-spending-in-july-topped-pre-pandemic-levels/) - [Role of meteorological factors in the transmission of SARS-CoV-2 in the United States](https://www.safegraph.com/publications/role-of-meteorological-factors-in-the-transmission-of-sars-cov-2-in-the-united-states/) - [Rural Americans Stopped Staying In. Then Covid-19 Hit.](https://www.safegraph.com/publications/rural-americans-stopped-staying-in-then-covid-19-hit/) - [SafeGraph creates a dashboard showing foot traffic patterns across the U.S.](https://www.safegraph.com/publications/safegraph-creates-a-dashboard-showing-foot-traffic-patterns-across-the-u-s/) - [SafeGraph Raises $45M to Democratize Access to Places Data](https://www.safegraph.com/publications/safegraph-raises-45m-to-democratize-access-to-places-data/) - [SafeGraph Social Distancing (Block Group)](https://www.safegraph.com/publications/safegraph-social-distancing-block-group/) - [SafeGraph Unveils the Shelter in Place Dashboard](https://www.safegraph.com/publications/safegraph-unveils-the-shelter-in-place-dashboard/) - [San Francisco COVID-19 Data Tracker](https://www.safegraph.com/publications/san-francisco-covid-19-data-tracker/) - [San Francisco flattened the curve early. Now, coronavirus cases are surging.](https://www.safegraph.com/publications/san-francisco-flattened-the-curve-early-now-coronavirus-cases-are-surging/) - [San Jose Social Distancing Compliance](https://www.safegraph.com/publications/san-jose-social-distancing-compliance/) - [See Where Texans Are Staying Home to Fight COVID-19](https://www.safegraph.com/publications/see-where-texans-are-staying-home-to-fight-covid-19/) - [Shelter in Place? Depends on the Place: Corruption and Social Distancing in American States](https://www.safegraph.com/publications/shelter-in-place-depends-on-the-place-corruption-and-social-distancing-in-american-states/) - [Smart or Lucky? How Florida Dodged the Worst of Coronavirus](https://www.safegraph.com/publications/smart-or-lucky-how-florida-dodged-the-worst-of-coronavirus/) - [Smart phone data reveals how states are responding to shelter-in-place orders](https://www.safegraph.com/publications/smart-phone-data-reveals-how-states-are-responding-to-shelter-in-place-orders/) - [Smartphone Data: Many Americans Ignored Thanksgiving Travel Warnings From The CDC](https://www.safegraph.com/publications/smartphone-data-many-americans-ignored-thanksgiving-travel-warnings-from-the-cdc/) - [Social connections with COVID-19-affected areas increase compliance with mobility restrictions](https://www.safegraph.com/publications/social-connections-with-covid-19-affected-areas-increase-compliance-with-mobility-restrictions/) - [Social distancing ‘substantially varies’ by income, study finds](https://www.safegraph.com/publications/social-distancing-substantially-varies-by-income-study-finds/) - [Social Distancing and Social Capital: Why U.S. Counties Respond Differently to COVID-19](https://www.safegraph.com/publications/social-distancing-and-social-capital-why-u-s-counties-respond-differently-to-covid-19/) - [Social Distancing Data with Ryan Fox Squire](https://www.safegraph.com/publications/social-distancing-data-with-ryan-fox-squire/) - [Social distancing in Black and white neighborhoods in Detroit: A data-driven look at vulnerable communities](https://www.safegraph.com/publications/social-distancing-in-black-and-white-neighborhoods-in-detroit-a-data-driven-look-at-vulnerable-communities/) - [Social Distancing Is Working, According To Your Cellphone Data](https://www.safegraph.com/publications/social-distancing-is-working-according-to-your-cellphone-data/) - [Social Distancing Might Stop. And Start. And Stop. And Start. Until We Have A Vaccine.](https://www.safegraph.com/publications/coronavirus-distancing-new-normal/) - [Social distancing responses to COVID-19 emergency declarations strongly differentiated by income](https://www.safegraph.com/publications/social-distancing-responses-to-covid-19-emergency-declarations-strongly-differentiated-by-income/) - [Social Influence in the COVID-19 Pandemic: Community Establishments' Closure Decisions Follow Those of Nearby Chain Establishments](https://www.safegraph.com/publications/social-influence-in-the-covid-19-pandemic-community-establishments-closure-decisions-follow-those-of-nearby-chain-establishments/) - [Socially Determined, SafeGraph to enhance SDOH](https://www.safegraph.com/publications/socially-determined-safegraph-to-enhance-sdoh/) - [Stanford and Carnegie Mellon find race and age bias in mobility data that drives COVID-19 policy](https://www.safegraph.com/publications/stanford-and-carnegie-mellon-find-race-and-age-bias-in-mobility-data-that-drives-covid-19-policy/) - [Stanford scientists' computer model predicts COVID-19 spread in cities](https://www.safegraph.com/publications/stanford-scientists-computer-model-predicts-covid-19-spread-in-cities/) - [Stanford-led team creates a computer model that can predict how COVID-19 spreads in cities](https://www.safegraph.com/publications/stanford-led-team-creates-a-computer-model-that-can-predict-how-covid-19-spreads-in-cities/) - [Starbuck Open Bathroom Policy Comes With Heavy Cost, Study Finds](https://www.safegraph.com/publications/starbuck-open-bathroom-policy-comes-with-heavy-cost-study-finds/) - [State of New Jersey Using Tyler Technologies' Solution to Understand Economic Data](https://www.safegraph.com/publications/state-of-new-jersey-using-tyler-technologies-solution-to-understand-economic-data/) - [Sturgis motorcycle rally in South Dakota in August linked to more than 250,000 coronavirus cases, study finds](https://www.safegraph.com/publications/sturgis-motorcycle-rally-in-south-dakota-in-august-linked-to-more-than-250-000-coronavirus-cases-study-finds/) - [Suitsupply bets on New York’s retail recovery with expansion of SoHo store](https://www.safegraph.com/publications/suitsupply-bets-on-new-yorks-retail-recovery-with-expansion-of-soho-store/) - [Texas Is Showing the World How to Reopen Cautiously](https://www.safegraph.com/publications/texas-is-showing-the-world-how-to-reopen-cautiously/) - [The ‘Rocket Ship’ Economic Recovery Is Crashing](https://www.safegraph.com/publications/the-rocket-ship-economic-recovery-is-crashing/) - [The AEI Housing Center’s Nowcast: Reopening of 40 Metro Area Economies](https://www.safegraph.com/publications/the-aei-housing-centers-nowcast-reopening-of-40-metro-area-economies/) - [The Black Lives Matter Protests Have Taught Us More About The Coronavirus](https://www.safegraph.com/publications/the-black-lives-matter-protests-have-taught-us-more-about-the-coronavirus/) - [The causal effects of chronic air pollution on the intensity of COVID-19 disease: Some answers are blowing in the wind](https://www.safegraph.com/publications/the-causal-effects-of-chronic-air-pollution-on-the-intensity-of-covid-19-disease-some-answers-are-blowing-in-the-wind/) - [The Contagion Externality of a Superspreading Event: The Sturgis Motorcycle Rally and COVID-19](https://www.safegraph.com/publications/the-contagion-externality-of-a-superspreading-event-the-sturgis-motorcycle-rally-and-covid-19/) - [The Cost of Staying Open: Voluntary Social Distancing and Lockdowns in the US](https://www.safegraph.com/publications/the-cost-of-staying-open-voluntary-social-distancing-and-lockdowns-in-the-us/) - [The COVID-19 Pandemic: Government vs. Community Action Across the United States](https://www.safegraph.com/publications/the-covid-19-pandemic-government-vs-community-action-across-the-united-states/) - [The data on how Covid-19 disrupted summer vacations](https://www.safegraph.com/publications/the-data-on-how-covid-19-disrupted-summer-vacations/) - [The Data Science of COVID-19 Spread: Some Troubling Current and Future Trends](https://www.safegraph.com/publications/the-data-science-of-covid-19-spread-some-troubling-current-and-future-trends/) - [The Delta Variant Is Already Leaving Its Mark on Business](https://www.safegraph.com/publications/the-delta-variant-is-already-leaving-its-mark-on-business/) - [The Fed Boldly Saves Markets. Now It’s Worrying About Main Street Business](https://www.safegraph.com/publications/the-fed-boldly-saves-markets-now-its-worrying-about-main-street-business/) - [The Finance 202: Consumers are closing their wallets again as coronavirus infections soar](https://www.safegraph.com/publications/the-finance-202-consumers-are-closing-their-wallets-again-as-coronavirus-infections-soar/) - [The geometry of the pandemic in America](https://www.safegraph.com/publications/the-geometry-of-the-pandemic-in-america/) - [The iconic brands that could disappear because of coronavirus](https://www.safegraph.com/publications/the-iconic-brands-that-could-disappear-because-of-coronavirus/) - [The Impact of Coronavirus (COVID-19) on Foot Traffic](https://www.safegraph.com/publications/the-impact-of-coronavirus-covid-19-on-foot-traffic-publication/) - [The Impact of COVID-19 on Trips to Urban Amenities: Examining Travel Behavior Changes in Somerville, MA](https://www.safegraph.com/publications/the-impact-of-covid-19-on-trips-to-urban-amenities-examining-travel-behavior-changes-in-somerville-ma/) - [The Impact of Statewide Stay-at-Home Orders: Estimating the Heterogeneous Effects Using GPS Data from Mobile Devices](https://www.safegraph.com/publications/the-impact-of-statewide-stay-at-home-orders-estimating-the-heterogeneous-effects-using-gps-data-from-mobile-devices/) - [The limits of smartphone data are on display as the country seeks to reopen](https://www.safegraph.com/publications/the-limits-of-smartphone-data-are-on-display-as-the-country-seeks-to-reopen/) - [The numbers behind the jobs numbers don't look so hot](https://www.safegraph.com/publications/the-numbers-behind-the-jobs-numbers-dont-look-so-hot/) - [The Persuasive Effect of Fox News: Non-Compliance with Social Distancing During the Covid-19 Pandemic](https://www.safegraph.com/publications/the-persuasive-effect-of-fox-news-non-compliance-with-social-distancing-during-the-covid-19-pandemic/) - [The Relationship between In-Person Voting, Consolidated Polling Locations, and Absentee Voting on COVID-19: Evidence from the Wisconsin Primary](https://www.safegraph.com/publications/the-relationship-between-in-person-voting-consolidated-polling-locations-and-absentee-voting-on-covid-19-evidence-from-the-wisconsin-primary/) - [The role of alcohol outlet visits derived from mobile phone location data in enhancing domestic violence prediction at the neighborhood level](https://www.safegraph.com/publications/the-role-of-alcohol-outlet-visits-derived-from-mobile-phone-location-data-in-enhancing-domestic-violence-prediction-at-the-neighborhood-level/) - [The spread of social distancing](https://www.safegraph.com/publications/the-spread-of-social-distancing-2/) - [The Spread of Social Distancing](https://www.safegraph.com/publications/the-spread-of-social-distancing/) - [The U.S. job market is still in very bad shape. Just wait until the fiscal time bomb goes off](https://www.safegraph.com/publications/the-u-s-job-market-is-still-in-very-bad-shape-just-wait-until-the-fiscal-time-bomb-goes-off/) - [The Unspoken Messages of COVID-19 Restrictions](https://www.safegraph.com/publications/the-unspoken-messages-of-covid-19-restrictions/) - [The US Didn’t See A Major Additional COVID-19 Thanksgiving Surge. Christmas Will Be A Bigger Challenge.](https://www.safegraph.com/publications/the-us-didnt-see-a-major-additional-covid-19-thanksgiving-surge-christmas-will-be-a-bigger-challenge/) - [There venues are high-risk areas for spreading coronavirus, model suggests](https://www.safegraph.com/publications/there-venues-are-high-risk-areas-for-spreading-coronavirus-model-suggests/) - [These charts show how Boston is coming back to life](https://www.safegraph.com/publications/these-charts-show-how-boston-is-coming-back-to-life/) - [ThinkData announces new partnership with SafeGraph](https://www.safegraph.com/publications/thinkdata-announces-new-partnership-with-safegraph/) - [This may be the post-pandemic economy’s most closely watched indicator](https://www.safegraph.com/publications/this-may-be-the-post-pandemic-economys-most-closely-watched-indicator/) - [Three Ways Data Scientists are Fighting COVID-19](https://www.safegraph.com/publications/three-ways-data-scientists-are-fighting-covid-19/) - [Time-series clustering for home dwell time during COVID-19: what can we learn from it?](https://www.safegraph.com/publications/time-series-clustering-for-home-dwell-time-during-covid-19-what-can-we-learn-from-it/) - [Timing of Community Mitigation and Changes in Reported COVID-19 and Community Mobility](https://www.safegraph.com/publications/timing-of-community-mitigation-and-changes-in-reported-covid-19-and-community-mobility/) - [Timing of State and Territorial COVID-19 Stay-at-Home Orders and Changes in Population Movement — United States, March 1–May 31, 2020](https://www.safegraph.com/publications/timing-of-state-and-territorial-covid-19-stay-at-home-orders-and-changes-in-population-movement-united-states-march-1-may-31-2020/) - [Top Fast Food Chains by State](https://www.safegraph.com/publications/top-fast-food-chains-by-state/) - [Tracing the Country's Stay-at-Home Behaviors](https://www.safegraph.com/publications/tracing-the-countrys-stay-at-home-behaviors/) - [Trump’s Tulsa Rally Drew People From Dozens of Virus Hot Spots in U.S.](https://www.safegraph.com/publications/trumps-tulsa-rally-drew-people-from-dozens-of-virus-hot-spots-in-u-s/) - [Two New Lockdown Studies](https://www.safegraph.com/publications/two-new-lockdown-studies/) - [U.S. and Oklahoma Economic Outlook in the Midst of COVID-19 and Low Oil Prices](https://www.safegraph.com/publications/u-s-and-oklahoma-economic-outlook-in-the-midst-of-covid-19-and-low-oil-prices/) - [U.S. county level analysis to determine If social distancing slowed the spread of COVID-19](https://www.safegraph.com/publications/u-s-county-level-analysis-to-determine-if-social-distancing-slowed-the-spread-of-covid-19/) - [U.S. Downtowns Yearn for Vaccine as Merchant Traffic Off 70%](https://www.safegraph.com/publications/u-s-downtowns-yearn-for-vaccine-as-merchant-traffic-off-70/) - [U.S. economic rebound may be a slow train for the unemployed](https://www.safegraph.com/publications/u-s-economic-rebound-may-be-a-slow-train-for-the-unemployed/) - [U.S. Geographic Responses to Shelter in Place Orders](https://www.safegraph.com/publications/u-s-geographic-responses-to-shelter-in-place-orders-geospatial/) - [U.S. hits fiscal cliff with jobs, economic recovery in the balance](https://www.safegraph.com/publications/u-s-hits-fiscal-cliff-with-jobs-economic-recovery-in-the-balance/) - [Understanding the Racial and Income Gap in Commuting for Work Following COVID-19](https://www.safegraph.com/publications/understanding-the-racial-and-income-gap-in-commuting-for-work-following-covid-19/) - [Unemployment's second wave? Stodgy reopening, virus surge may undercut U.S. jobs](https://www.safegraph.com/publications/unemployments-second-wave-stodgy-reopening-virus-surge-may-undercut-u-s-jobs/) - [Universal Studios’ Crowds Look Severely Thin After Reopening](https://www.safegraph.com/publications/universal-studios-crowds-look-severely-thin-after-reopening/) - [Vaccinations Help Dallas County’s COVID-19 Risk Drop 40 Percent in May, According to PCCI’s Vulnerability Index](https://www.safegraph.com/publications/vaccinations-help-dallas-countys-covid-19-risk-drop-40-percent-in-may-according-to-pccis-vulnerability-index/) - [Virus surges. Work hours plateau. U.S. may be flattening the wrong curve](https://www.safegraph.com/publications/virus-surges-work-hours-plateau-u-s-may-be-flattening-the-wrong-curve/) - [Visits to U.S. stores, restaurants stall as concern over economic recovery grows](https://www.safegraph.com/publications/visits-to-u-s-stores-restaurants-stall-as-concern-over-economic-recovery-grows/) - [Walking in the University of Memphis: Which College Campuses Opened in Fall 2020?](https://www.safegraph.com/publications/walking-in-the-university-of-memphis-which-college-campuses-opened-in-fall-2020/) - [Walmart Trailed Supermarkets Amid Peak Panic-Buying: Data](https://www.safegraph.com/publications/walmart-trailed-supermarkets-amid-peak-panic-buying-data/) - [Walmart trailed supermarkets amid peak panic-buying: data](https://www.safegraph.com/publications/walmart-trailed-supermarkets-amid-peak-panic-buying-data-2/) - [Want to Help a Local Restaurant? Do This.](https://www.safegraph.com/publications/want-to-help-a-local-restaurant-do-this/) - [We’ve been cooped up with our families for almost a year. This is the result.](https://www.safegraph.com/publications/weve-been-cooped-up-with-our-families-for-almost-a-year-this-is-the-result/) - [What U.S. leaders say affects whether Americans stay at home, CDC data suggests](https://www.safegraph.com/publications/what-u-s-leaders-say-affects-whether-americans-stay-at-home-cdc-data-suggests/) - [What's New in Esri Demographics (Sep 2020)](https://www.safegraph.com/publications/whats-new-in-esri-demographics-sep-2020/) - [Where Americans are still staying at home the most](https://www.safegraph.com/publications/where-americans-are-still-staying-at-home-the-most/) - [Which workers bear the burden of social distancing policies?](https://www.safegraph.com/publications/which-workers-bear-the-burden-of-social-distancing-policies/) - [White House or State House: Who do we listen to on social distancing?](https://www.safegraph.com/publications/white-house-or-state-house-who-do-we-listen-to-on-social-distancing/) - [Who Would Have Predicted This? Americans Excel at Staying Home](https://www.safegraph.com/publications/who-would-have-predicted-this-americans-excel-at-staying-home/) - [Why economists, hedge funds, and health officials are using this startup’s data to understand the pandemic](https://www.safegraph.com/publications/why-economists-hedge-funds-and-health-officials-are-using-this-startups-data-to-understand-the-pandemic/) - [Why maps matter in our response to COVID-19](https://www.safegraph.com/publications/why-maps-matter-in-our-response-to-covid-19/) - [William Watson: Surviving the ups and downs on the info corona-coaster](https://www.safegraph.com/publications/william-watson-surviving-the-ups-and-downs-on-the-info-corona-coaster/) - [Your Income Predicts How Well You Can Socially Distance](https://www.safegraph.com/publications/your-income-predicts-how-well-you-can-socially-distance/) ### Use Cases - [ARITY + SAFEGRAPH](https://www.safegraph.com/use-cases/arity-safegraph/) - [Global OOH](https://www.safegraph.com/use-cases/global-ooh/) - [Lead Generation](https://www.safegraph.com/use-cases/lead-generation/) - [Transaction Enrichment](https://www.safegraph.com/use-cases/transaction-enrichment/) - [WOOLBRIGHT + SAFEGRAPH](https://www.safegraph.com/use-cases/woolbright-safegraph/) ### Custom Landing Pages - [Esri Partner Conference 2023](https://www.safegraph.com/lp/epc-2023/) - [Esri User Conference 2023](https://www.safegraph.com/lp/esri-user-conference-2023/) - [Geocoded addresses](https://www.safegraph.com/lp/geocoded-addresses/) - [Get High Quality POI Data](https://www.safegraph.com/lp/get-high-quality-poi-data/) - [Influencer Bios](https://www.safegraph.com/lp/influencer-bios/) - [Local Business Appointments API](https://www.safegraph.com/lp/local-business-appointments-api/) - [POI Data for AI Trip Planners](https://www.safegraph.com/lp/poi-data-for-ai-trip-apps/) - [Reservations Terms of Service](https://www.safegraph.com/lp/reservations-terms-of-service/) - [SafeGraph Aliases for Emergency Response](https://www.safegraph.com/lp/safegraph-aliases-for-emergency-response/) - [SafeGraph and CoreLogic Partnership](https://www.safegraph.com/lp/corelogic-safegraph-partnership/) - [SafeGraph Location-Based Data](https://www.safegraph.com/lp/safegraph-location-based-data/) - [SafeGraph Places for Retail](https://www.safegraph.com/lp/safegraph-places-for-retail/) - [SDSC London 2023](https://www.safegraph.com/lp/sdsc-london-2023/) - [Spatial Analysis in 2025: Key Trends](https://www.safegraph.com/lp/spatial-analysis-in-2025-key-trends/) - [Vacancies](https://www.safegraph.com/lp/vacancies/) ### Free Data - [Download Open Census Data & Neighborhood Demographics](https://www.safegraph.com/free-data/open-census-data/) - [Download SafeGraph data for Moscow, Las Vegas & Washington State in Senzing JSON](https://www.safegraph.com/free-data/senzing-data-sample/) - [Free Data: Retail Brands in Miami Dade - POI Dataset](https://www.safegraph.com/free-data/retail-brands-miami-dade/) - [Global Places Sample Data](https://www.safegraph.com/free-data/global-places-sample-data/) - [Open Census Data](https://www.safegraph.com/free-data/open-census-data-2/) - [Open Dataset: Address in French Polynesia](https://www.safegraph.com/free-data/open-dataset-french-polynesia/) - [Open Dataset: French Polynesia](https://www.safegraph.com/free-data/open-dataset-french-polynesia-2/) - [Parking Lots Sample Data](https://www.safegraph.com/free-data/parking-lots-sample-data-2/) - [Precision Polygon Data with SafeGraph](https://www.safegraph.com/free-data/precision-polygon-data-with-safegraph/) - [Precision Polygon Data with SafeGraph Geometry](https://www.safegraph.com/free-data/polygon-data/) - [Request data to be appended with Placekey](https://www.safegraph.com/free-data/request-data/) - [request-data](https://www.safegraph.com/free-data/request-data-2/) - [Retail Brands Miami Dade](https://www.safegraph.com/free-data/retail-brands-miami-dade-2/) - [SafeGraph Free Parking Lot Sample Data for Downloads](https://www.safegraph.com/free-data/parking-lots-sample-data/) - [SafeGraph Global Places POI Sample Download](https://www.safegraph.com/free-data/global-brands-sample-data/) - [Safegraph Spend Data Sample](https://www.safegraph.com/free-data/spend-data-sample/) - [Senzing Data Sample](https://www.safegraph.com/free-data/senzing-data-sample-2/) - [Spend Data Sample](https://www.safegraph.com/free-data/spend-data-sample-2/) - [Starbucks and Dunkin POI](https://www.safegraph.com/free-data/starbucks-and-dunkin-poi/) - [Starbucks Vs Dunkin' Location Data](https://www.safegraph.com/free-data/starbucks-and-dunkin/) ### Product Info - [Parking Lots](https://www.safegraph.com/product-info/parking-lots/) - [Point POIs](https://www.safegraph.com/product-info/point-poi/) - [Store ID](https://www.safegraph.com/product-info/store-id/) ### Scorecard - [Parking Lots in the Top 24 Largest US Cities](https://www.safegraph.com/scorecard/parking-lots-in-the-usa/) - [SafeGraph Restaurant Scorecard](https://www.safegraph.com/scorecard/restaurants/) - [SafeGraph Retail Scorecard](https://www.safegraph.com/scorecard/retail/)