Why is it hard to recreate historical reporting numbers?

On the Kenna Security Platform there are a number of background computing jobs that run nightly. One of those jobs produces the reporting numbers displayed on historical data graphs for reporting. 

The Kenna platform is very dynamic which makes recreating those historical number virtually impossible for the following reasons: 

1. Real time threat data changes vulnerability scores - up and down - as new data is acquired altering vulnerability counts by risk.  
2. Vulnerabilities may be re-opened by scanners at any time altering open and closed vulnerability counts. 
3. Tags on assets may change altering assets counts and scores for risk meters where tags were used to build the risk meter query.
4. Assets may flip to inactive status altering risk meter score as well as asset and vulnerability counts. 
5. Asset priority may be changed at any time altering the overall asset score and also the risk meter scores of any group containing the assets.