Customer Stories Environment & Health & Safety

Description of company and business challenge/opportunity

  • Labor inspection authority focused on occupational Health & Safety with 600 employees centrally and regionally
  • Covering more than 250,000 companies
  • Objective: increased efficiency; spend resources (inspectors) on business with higher likelihood of breach

AI/ ML project & program

  • Developed and trained a ML classification model to give a propensity score of serious breach in regulations;
  • Deployed and integrated into systems used by inspectors , grouping businesses into risk categories as support in selecting companies for inspection.
  • Model retrained every month
  • Built high AI & ML competency within the organization
  • Crayon delivered 2000+ hours of project consulting

Description of company and business challenge/opportunity

  • Government climate and environment agency with 700 employees in more than sixty local offices.
  • Expert based rules methodology for selecting which companies to inspect
  • Challenge: efficient inspection of companies; spend resources (inspectors) on operations with higher likelihood of risk

AI/ ML project & program

  • Data analysis and insight
  • Existing methodology in reality focused on impact and not “risk”
  • ML model build on historical data to model likelihood of breach; combined with  impact oriented expert model to assess and predict risk  levels.
  • Key insights in the date exploration part of the project, e.g. good operational data not adequate for analytics and ML
  • Model currently used as an input to inspectors for prioritization of which businesses to inspect

Description of company and business challenge/opportunity

  • The Research in Svalbard database (RiS) contains information about research and monitoring projects in Svalbard and surrounding waters.
  • Logged in users can submit applications and reports for research activity and book services in Ny-Ålesund.

AI/ ML project & program

  • Tool for generating test data by anonymizing real data combining with synthetic data.
  • All personal information has been anonymized such as to comply with data privacy regulations
  • Crayon have IP rights to the tool which will be used for several customer engagements moving forward