03 — Data analysis and modeling

Data analysis and modeling

Data collection and reconciliation, management reporting, forecasting, and scoring.

Tasks: asset valuation, procurement, demand, and financial performance analysis.

What we do

  • Data collection from registries, online platforms, and internal systems in compliance with access terms
  • Normalization, record matching, and quality control
  • Data marts and management reporting
  • Valuation, forecasting, and anomaly detection

Result verification

  • Linking metrics to sources and calculation rules
  • Model evaluation on holdout data and per class
  • Escalation of uncertain results for expert review
Work in this practice

Related projects

Public Procurement Analytics System
Data · Public procurement

Public Procurement Analytics System

Analyzes notices and contracts with automated item classification, supplier comparison, and search for target buyers. The system helps explore the competitive landscape and pick tenders to pursue.

Sales, Assortment and Promotion Analytics
Data analysis · Retail

Sales, Assortment and Promotion Analytics

Analysis of demand, margins and stock by product and store. Sales forecasting, promotion impact assessment and recommendations on assortment, pricing and replenishment.

Production and Cost Analytics
Data analysis · Industry

Production and Cost Analytics

Analysis of output, raw material consumption, scrap, energy use and downtime by batch, line and shift. Finding the causes of cost changes, assessing production losses and comparing capacity scenarios.

Demand and Capacity Analytics for a Clinic Network
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Demand and Capacity Analytics for a Clinic Network

Analysis of inquiries, bookings, cancellations and the actual utilization of doctors, rooms and equipment. Demand forecasting by branch and service, assessment of appointment availability and schedule economics.

Apartment Valuation for an Investment Fund
AI · Investment

Apartment Valuation for an Investment Fund

The system aggregates market data from multiple sources and values apartments for purchase selection. Price, time-on-market, and deal-probability models help compare the investment attractiveness of properties.

Competitive Intelligence for Fintech
AI · Fintech

Competitive Intelligence for Fintech

The system tracks competitors' publications and website changes across multiple markets. AI evaluates the relevance of materials, selects significant changes, and produces themed digests.

Management Accounting for Marketplaces
Data · Retail

Management Accounting for Marketplaces

The system calculates profit and unit economics for each shipment across four marketplaces. It reconciles marketplace data with the accounting system and prices items based on cost.

Management Analytics Builder
Development · Reporting

Management Analytics Builder

An in-house analytics component for freely combining charts, metrics, and data slices. It extends the pivot-table concept: build complex views and explore data in different combinations. Load heterogeneous exports, validate data, and run hierarchical calculations without double counting.

AI Assistant for a Restaurant Chain
AI · Food service

AI Assistant for a Restaurant Chain

A messenger-based assistant for planning prep and purchasing, tracking stock, and monitoring write-offs across a chain of food service venues.

Wearable ECG Recorder Software and Analysis System
AI · Healthcare

Wearable ECG Recorder Software and Analysis System

C++ software for the wearable device plus a system for subsequent analysis of long-duration ECG recordings. It detects events and anomalies, selects significant fragments, and transmits data to the physician.

Candidate Sourcing and Assessment System
Data · Recruitment

Candidate Sourcing and Assessment System

Collects vacancies and resumes from multiple sources, builds unified candidate profiles, and runs a hiring funnel. Automated communication and job-fit assessment streamline the path from sourcing to selection.

End-to-End Automation for an Investment Group
Data · Bank

End-to-End Automation for an Investment Group

Automation of investment activities for a bank, investment companies, and pooled bank-managed investment funds (OFBU). The system covers trading, back office, trade accounting and control, and management and regulatory reporting.

3D Terrain Models from Imagery
Data · Terrain

3D Terrain Models from Imagery

Reconstructs 3D terrain with buildings, relief, roads, and vegetation from satellite and other imagery combined with geodata. Models of selected areas support calculations, simulations, and visualizations.

Contacts

IK Resurs LLC

info@ik-resurs.ru+7 919 32 080 55