Key 2021 dates and expected on-campus attendance for the USA’s 50 largest colleges
College attendance this year won't look like 2020, or 2019. It's critical companies that sell to young people access verified intelligence on each university’s expected on-campus attendance as well as all key dates to ensure their demand forecasts are accurate.

Think of colleges as magnets, attracting thousands of young people to them every year. Knowing when and how many will turn up is valuable insight, especially as the pandemic has disrupted the usual patterns significantly. To avoid costly forecasting errors, you need smart data to inform your strategies.
Yet each college has its own pandemic response and calendar of impactful events. Not sure where to start? This report shares key demand intelligence for spring and summer 2021 for the biggest 50 universities in the USA. Here’s what you’ll gain from this report:
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Demand Forecasting: Incorporating events into models for smarter forecasting.
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Labor optimization: Ensuring the right number of drivers and store staff to meet demand.
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PredictHQ has supplemented incomplete data sets, including unticketed events and cancelled events, to power pricing strategies and operational decisions.
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Demand forecasting: Incorporating events into their Antuit-built models to better understand demand across 9600 stores.
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Amazon Alexa's "Events Near Me" feature uses PredictHQ data to inform users about local events.
Blog Demand forecasting: Getting drivers in the right place ahead of time to improve pick-up times.
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Event visibility: Available in Zartico’s platform enabling deeper insight and smarter decisions.
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Pricing: A key source of intelligence for the OTA Insights platform, enabling smarter pricing.
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Labor optimization: Enriching the Legion Technologies platform, used by retailers to reduce labor inefficiencies.
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