I wanted to get an understanding of what opening meant to businesses around Dallas. Were they opening? What precautions were they taking? Were employees in safe environments? And bigger picture, I wanted to know if these are places that I would feel safe taking my family to.
We will do this again a couple more times so we can learn what the trends are and try to learn from it.
This is what we found:
- We called ~1000 restaurant and retail locations based on popularity (we used # of reviews on Yelp by category as a proxy) to assess full re-open rate (open for dine-in, in-person shopping etc.)
- We conducted physical audits at ~300 locations across restaurants and retail locations in Dallas to assess compliance against state re-opening protocols
1)Re-opening Rate: Only 36% of businesses chose to open on the opening weekend. Media coverage, showcasing owner sentiment and infection statistics, paint a picture of a large degree of latent fear in the marketplace.
2) Aggregate Degree of Safety Protocol Compliance – By Locations: Overall – 96% of businesses were non-compliant across all mandatory protocols and all locations. The extent of non-compliance is dramatic with ~1/3 of all locations being <50% compliant across mandatory protocols as established by the Governor’s office. The chart below breaks out the degree of compliance across mandatory compliance % buckets.
3)Aggregate Degree of Safety Protocol Compliance – By Protocols: On average, ~60% of mandatory protocols were followed and ~54% of all suggested protocols were followed. In aggregate – locations followed ~58% of all mandatory + suggested protocols. The following chart shows an aggregate view of all protocols and the degree of *non-compliance* (the top is what is not followed and the bottom is what is more followed) in order of most to least non-compliant across locations.
4)Individual Location Assessments: Overall – there is a wide discrepancy amongst individual level performance by location type. Below is a preliminary view of what a single location scorecard could look like that breaks out individual performance. We have the data ready for hundreds of locations and will have it for all ~800 visits across the rest of the month. I think trending the same-location compliance across multiple visits will be a critical addition to show improvement over time.
5) Comparative Benchmarking Assessments: We’ve done very preliminary levels of comparative analysis, but early assessments show a pattern in the data of highly variable compliance within a parent franchise. This is really interesting because a larger parent corporation would be highly concerned with variable degrees of compliance amongst their corporate-owned restaurants and would push for standardization and measurement, not dissimilar from regular mystery shopping and performance auditing workflows.
Shiftsmart Safety Auditing – Dallas Case Study (May 1-3 2020)