Data analysis
- Data clustering and segmentation
- Selection of features that influence the result (feature selection)
- Feature construction/generation (feature engineering)
- Data visualization
- Dimensionality reduction
- Predictive analytics
Forecasting systems
Time Series, Forecasting Systems and Predictive Analytics
Development of forecasting systems for customer churn and consumer behavior, prediction of equipment failures and load, sales conversion, demand and insurance claims, road traffic and accident prediction
Data analysis
Predictive analytics
Forecasting systems
Equipment failure prediction
Anomaly detection
Anomaly detection in data
The company specializes in developing forecasting systems for various industrial and commercial applications. Our expertise covers increasing mean time between failures (MTBF) for oilfield equipment, forecasting failures of locomotive traction motors and proactive shutdowns at petrochemical plants. Beyond these specialized areas, we also offer advanced business analytics solutions. Our experience extends to customer churn and sales conversion forecasting, helping our clients improve customer retention and sales efficiency. Thanks to our tailored approach, we can help develop personalized customer offers and loyalty programs aimed at increasing customer engagement. The team has extensive experience creating intuitive recommender and decision support systems that help enterprises make data-driven decisions.
Forecasting systems
- Equipment failure prediction
- Prediction of time to failure and breakdown
- Sales conversion forecasting
- Customer churn forecasting
- Customized forecasting systems
Anomaly detection
- Anomaly detection in data
- Discovery of hidden patterns
- Trend identification
- Trend forecasting
Recommendations based on forecasts
- Data-driven management
- Decision support systems
- Expert systems
Forecasting systems
Our cases
Forecasting time to failure for oil production equipment
Development of a system for predicting time to failure of production equipment
Forecasting failures of locomotive traction electric motors
The system makes it possible to forecast failure and identify factors influencing the breakdown of 2ES6 electric locomotive motors
Sales conversion forecasting
A system for forecasting flight ticket requests with the highest conversion
Forecasting shutdowns during peroxide grade production
Based on telemetry data for a year, as well as extruder shutdown data, a system was developed to predict shutdowns
Television viewing forecasting
A machine learning-based system was developed to forecast respondent viewing for a specific advertising block
Forecasting behavioral characteristics of publications
Forecasting algorithms and a set of features that influence behavioral characteristics of publications. Forecasts for visits, reactions and traffic sources.
Forecasting target parameters of advertising campaigns
A forecasting system for clicks and mobile app installs based on advertising campaign parameters
Order volume forecasting
A system for forecasting the number of orders by product lines and cities, establishment category, planned delivery date and other factors
Order cooking time forecasting
A system for forecasting order cooking time by product lines and cities, establishment category, planned delivery date and other factors
Customer churn forecasting
The system algorithms divide the entire customer base into clusters and identify customer segments most prone to churn
Investment portfolio optimization
A recommender system for investment portfolio optimization
Forecasting fraud in auto insurance
Recognition and forecasting of fraud in auto insurance
Marketing campaign optimization
Optimization of marketing campaigns to increase conversion
Forecasting trends in public sentiment
A system for forecasting public sentiment trends for selected topics
Detecting anomalies in the operation of a GRES power unit
Anomaly detection and trend forecasting in the operation of a GRES power unit, followed by creation of forecasting models for power unit failures