Alternative data datasets
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Educational outcome records from the U.S. Department of Education College Scorecard, including graduate salary figures.
Complete IPEDS database records spanning 2004 through the present day.
Current and former military job titles across all branches of service, kept up to date.
Mapping that links military job classifications to their civilian equivalents in the O*NET system.
Labor market role and occupation reference information published by the U.S. Department of Labor's O*NET program.
Compensation figures broken out at the 10th, 25th, 50th, 75th, and 90th percentiles, organized by ZIP code, latitude, longitude, and ONET occupation codes.
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An inventory of community halls, clinics, police stations, schools, and additional points of interest situated within the eThekwini Metropolitan area.
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Extensive points-of-interest collection spanning 19 business sectors throughout Argentina.
Extensive points-of-interest collection spanning nineteen industry sectors throughout Australia.
A broad points-of-interest compilation spanning nineteen industry sectors throughout Canada.
An extensive points-of-interest collection spanning nineteen industry sectors throughout China.
Extensive points-of-interest collection spanning nineteen industry sectors throughout the Czech Republic.
Extensive points-of-interest dataset spanning nineteen sectors throughout Egypt.
An extensive points-of-interest catalog spans nineteen commercial sectors throughout France.
Extensive points-of-interest records spanning 19 industry sectors throughout Germany.
Extensive points-of-interest collection spanning 19 industry sectors throughout Greece.
An extensive points-of-interest collection spanning 19 business sectors throughout India.
An extensive Italian points-of-interest catalog spanning nineteen distinct commercial sectors.
Extensive points-of-interest database spanning 19 business sectors throughout Japan.
Extensive points-of-interest catalog spanning nineteen business sectors throughout the Netherlands.
Extensive points-of-interest database spanning nineteen industry sectors throughout Pakistan.
Extensive Polish registry of places of interest spanning 19 industry categories.
An extensive points-of-interest collection spanning 19 industry sectors throughout Portugal.
An extensive points-of-interest database spanning nineteen commercial sectors throughout South Korea.
A points-of-interest collection spanning 19 industry sectors throughout Romania.
A points-of-interest collection spanning 19 industry sectors throughout the Russian Federation.
Extensive points-of-interest coverage spanning 19 industry sectors across Saudi Arabia.
Wide-ranging points-of-interest inventory spanning nineteen commercial sectors throughout South Africa.
Extensive points-of-interest collection spanning 19 industry sectors throughout Spain.
Wide-ranging points-of-interest resource across 19 commercial segments in Sri Lanka.
An extensive points-of-interest dataset spanning nineteen industry sectors throughout Switzerland.
A broad points-of-interest dataset covering nineteen industry categories throughout Taiwan.
Extensive points-of-interest collection spanning nineteen industry sectors within Thailand.
An extensive points-of-interest collection spanning 19 industry sectors throughout Türkiye.
Broad points-of-interest dataset spanning 19 industry sectors within Ukraine.
Extensive points-of-interest collection covering 19 industry categories throughout the United Arab Emirates.
Wide-ranging POI dataset across 19 business sectors in the United Kingdom.
Over 3.9 million healthcare and wellness sites featuring operational status, contact indicators, and coverage details.
An extensive points-of-interest catalog spanning nineteen commercial sectors throughout Vietnam.
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A high-volume retail transaction analytics system that supports custom panel queries for demand forecasting.
Japan's most extensive retailer-reported point-of-sale dataset, gathered from more than 6,000 stores nationwide.
The biggest Japan-based collection of electronics retail point-of-sale information, provided directly by the retailers.
The most comprehensive Japan-focused dataset on electronics point-of-sale activity, with data supplied by retailers themselves.