Business case studies

Client
Major US Credit Manager
Leading US Asset Manager
Global Mining Conglomerate
Case Study
Loan Portfolio Arbitrage and Optimisation

Created an optimisation model that generates >500,000 scenarios, to surface arbitrage opportunities across large pools of loans.
Centralised Data Gateway

Developed a scalable cloud based infrastructure and data gateway, to unlock the value of their data through machine learning.
Reputational Risk Management

Created machine learning classifiers and implemented a centralised search database to monitor millions of internal messages.
The Challenge
  • Highly manual process
  • Models developed in Excel
  • Key person risk
  • Restricted trade flow
  • Disparate and siloed data sources
  • Proliferation of shared data
  • High dependence on Excel
  • Manual processing
  • Inefficient manual monitoring
  • Large compliance team
  • Multiple disconnected database
Insight Solution
  • Models converted to Python
  • Hyper-parameter ML algorithm
  • Customised web app
  • AWS cloud infrastructure
  • API data gateway
  • Multi-source web application
  • Elasticsearch database
  • NLP scoring classifiers
  • Custom web app and alerting
Business Outcome
  • 10x increase in trade flow
  • NLP scoring classifiers
  • Custom web app and alerting
  • Zero key person risk
  • Single "source of truth"
  • 30% increase operational efficiency
  • Running on a modern tech stack
  • 50% reduction in operating cost
  • Automated monitoring
  • Reduced reputational risk
Client
Major US Credit Manager
Case Study
Loan Portfolio Arbitrage and Optimisation

Created an optimisation model that generates >500,000 scenarios, to surface arbitrage
The Challenge
  • Highly manual process
  • Models developed in Excel
  • Key person risk
  • Restricted trade flow
Insight Solution
  • Models converted to Python
  • Hyper-parameter ML algorithm
  • Customised web app
Business Outcome
  • 10x increase in trade flow
  • NLP scoring classifiers
  • Custom web app and alerting
  • Zero key person risk
Client
Leading US Asset Manager
Case Study
Centralised Data Gateway

Developed a scalable cloud based infrastructure and data gateway, to unlock the value of their data through machine learning.
The Challenge
  • Disparate and siloed data sources
  • Proliferation of shared data
  • High dependence on Excel
  • Manual processing
Insight Solution
  • AWS cloud infrastructure
  • API data gateway
  • Multi-source web application
Business Outcome
  • Single "source of truth"
  • 30% increase operational efficiency
  • Running on a modern tech stack
Client
Global Mining Conglomerate
Case Study
Reputational Risk Management

Created machine learning classifiers and implemented a centralised search database to monitor millions of internal messages.
The Challenge
  • Inefficient manual monitoring
  • Large compliance team
  • Multiple disconnected database
Insight Solution
  • Elasticsearch database
  • NLP scoring classifiers
  • Custom web app and alerting
Business Outcome
  • 50% reduction in operating cost
  • Automated monitoring
  • Reduced reputational risk