Data Analysis and Predictive Models

We transform accumulated business data into models that help companies predict demand, detect anomalies, estimate churn and make operational decisions based on evidence rather than intuition. The service covers the entire pipeline from data preparation and machine-learning development to dashboards, production deployment and ongoing model monitoring.

Data Analysis and Predictive Models
Big Data
designed to work with large datasets.
Predictive analytics
demand, churn and anomaly forecasting.
BI-ready output
model results are made available where business decisions are actually made.
Who it fits

Who this service is for

Retail, manufacturing, logistics, FinTech, healthcare and other companies that have accumulated data but do not use it systematically.
Businesses that need better demand planning, inventory management, churn prediction or operational capacity planning.
Companies where deviations in equipment, transactions, demand or operational metrics should be identified before they become costly.
What we do

What we deliver

Data preparation & predictive models

Data from multiple sources is collected, cleaned and connected before task-specific forecasting, classification or anomaly detection models are developed.

Dashboards & decision-support integration

Forecasts and model outputs are visualised and embedded directly into operational workflows.

Production monitoring & Big Data processing

Model accuracy is monitored over time and models are retrained when data patterns change.

Process

How the process works

01

Data Audit & Preparation

We evaluate available datasets, quality, completeness and business relevance.

02

Model Development & Validation

Several modelling approaches are tested and evaluated against measurable business metrics.

03

Deployment & Visualisation

The selected model is integrated into production workflows and connected to dashboards or internal systems.

04

Monitoring & Retraining

Prediction quality and data drift are monitored and models are updated as required.

Technologies

Technology stack

Data Science & ML

Pythonscikit-learnPyTorchTensorFlow

Backend & Data

FastAPIPostgreSQLRedisdata processing pipelines

BI & Infrastructure

React/Next.jscustom data visualizationDockerAWSscalable data infrastructure
Contact us

Discuss your project

Tell us about the task and we will suggest the format, timeline, and budget range.