Before revision:  We extend the model by including auxiliary series about job search behaviour from Google Trends and claimant counts, partially observed at higher frequencies.
After revision:  We extend the model by including auxiliary series of Google Trends about job-search and economic uncertainty, and claimant counts, partially observed at higher frequencies.