Here are a few snippets from the Recovery Monitor we have pulled together @nousgroup with #rstats to keep track of some of the fast-updating data - not just COVID-19 rates - in the current crisis. https://nousgroup.shinyapps.io/recovery-monitor/

First up, there's an interesting juxtaposition of the sentiment of tweets by Australia's largest firms, and the ASX200. I was surprised how strongly a crude tool like dictionary-based sentiment analysis follows the real-world changes.

We've taken an industry lens and based are data collection on the 4,000+ firms the @WGEAgency publishes data on. This means we can reflect on stock price and Twitter relationships by industry, too - here shown professional services (still need to work on titles on this page!).

We draw on the (proprietary/commercial) daily feed of job adverts from @burning_glass. Again using an industry lens we can see the decline in job adverts, in this case retail in Australia. We've used daily seasonal-adjustment to sort through some of the noise.

The Burning Glass job adverts data has info on skills. We can't publish too much granular detail from this dataset (hire us if you want more!) but as a taster here are the skills and occupations more in demand from retail employers since the crisis. AWS features...

There's a lot more in this @NousGroup Recovery Monitor tool than I've mentioned in this thread. It's a pragmatic in-progress thing rather than a polished final product just yet. Check it out and give me feedback, via Twitter or email (I'm easy to find). https://nousgroup.shinyapps.io/recovery-monitor/