Predictive Analytics

We develop customized AI-based predictive analytics software for organizations. Our AI consultants guide and support you from the initial concept to the implementation of the predictive analytics solution.

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Your Experts for Predictive Analytics Solutions

We develop custom data and AI-based predictive analytics software for businesses

The recent past has been characterized by change and uncertainty. In such times, it is more important than ever for companies to identify future developments early in order to react accordingly. Machine learning and artificial intelligence are powerful technologies that enable companies to create reliable forecasts for a variety of business-related developments. The most widespread use case is financial forecasting, predicting financial metrics such as revenue, profit, and cash flow. However, forecasting and predictive analytics offer significant optimization potential for other areas of the company, such as marketing, sales, or supply chain management. Especially, demand and sales forecasting software have become indispensable in many companies.

AI-based predictive analytics software uses complex algorithms and statistical methods to identify specific patterns and relationships in historical data. Based on these patterns and insights, forecasts are then created for future developments. Consequently, forecasts can be created for any development as long as the corresponding historical data is available.

The development of AI-driven predictive analytics solutions is a core competency of our AI consultants. Our solutions generate automated, reliable forecasts, enabling efficient planning and management of business activities.

Use cases of
 predictive analytics software solutions

Financial Forecasting

Make decisions based on reliable forecasts of your KPIs such as sales, revenue, costs, liquidity, or EBIT.

Demand & Sales Forecasting

Optimize your marketing, sales, and product decisions based on reliable sales and demand forecasts.

Customer Churn Prediction

Identify customers who are likely to churn in order to take appropriate countermeasures in a timely manner.

Supply Chain Forecasting

Optimize your ordering, inventory, and production management based on demand and supply forecasts.

Predictive Maintenance

Prevent defects in machines and vehicles through predictive maintenance methods.

Fraud Detection

With machine learning and AI, you can automatically identify suspicious transactions and proactively take action.

Up- & Cross-Selling

Focus your marketing activities on the customers where the intended impact is greatest.

Time Series Forecasting

Development of prediction models for time-ordered data and sequence patterns.

Request a project now with no obligation
Non-binding initial consultation
Free situation and requirements analysis
Response within 24 hours

Our strength

statworx is one of the leading consulting and development companies for data & AI in the German-speaking region.

We focus intensively on the interfaces between people, economy, society, environment, and AI technology.

Sebastian Heinz
Founder and CEO statworx

Our spotlight topics at a glance:

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Tools, Partner & Technology
DataRobot
Palantir
nvidia
ml flow
AI Hub
Airflow
Shiny
Kubernetes
Docker
Spark
Dataiku
Google Cloud Platform
R
SAP
Databricks
Tensorflow
Python
Azure
aws
PyTorch
DataRobot
Palantir
nvidia
ml flow
AI Hub
Airflow
Shiny
Kubernetes
Docker
Spark
Dataiku
Google Cloud Platform
R
SAP
Databricks
Tensorflow
Python
Azure
aws
PyTorch
10+

years of experience in Data Science, ML, and AI

100+

clients from 10 industries and growing

85+

experts from more than 17 fields of study

1,000+

successfully implemented Data and AI projects

Successfully implemented Predictive Analytics solutions

  • Forecasting

Optimized Liquidity thanks to Forecasting Engine

Inaccurate liquidity forecasts hampered the creation of effective financial strategies for our client. Our forecasting engine, which generates predictions for a variety of liquidity time series, significantly increases the accuracy and speed of forecasts, enabling substantial cost savings.

More
Optimized Liquidity thanks to Forecasting Engine
Case study
  • Retail & Consumer
  • Forecasting

Optimization of Retail Disposition

In this exciting project, we developed a model-based correction mechanism to prevent abnormal ordering processes during the Christmas season.

More
Optimization of Retail Disposition
Case study
  • Transport & Logistics
  • Forecasting

Demand Forecasting Logistics

In this project, we developed a machine learning model factory for forecasting customer demand in the B2B sector and implemented it into the client's IT infrastructure.

More
Demand Forecasting Logistics
Case study
  • Retail & Consumer
  • Forecasting

Sales Forecasting with Deep Learning

In this exciting project, we developed a sales forecasting engine based on deep learning models to predict the expected sales for the next three months.

More
Sales Forecasting with Deep Learning
Case study
  • Transport & Logistics
  • Forecasting

Predictive Steering in the Aviation Industry

To assess future risks in an airline's operations, we worked with the client to develop an application that uses machine learning to provide predictive guidance for operations.

More
Predictive Steering in the Aviation Industry
Case study
  • Transport & Logistics
  • Forecasting
  • Frontend Solution

Analysis of freight traffic flows in R Shiny

In this project, we supported our client in the production and evaluation of forecast results for freight traffic flows. An R Shiny application was developed for interactive graphical and tabular analyses.

More
Analysis of freight traffic flows in R Shiny
Case study
  • Insurance
  • Forecasting

Sales Forecasting

To project rated production in the insurance business on a monthly and yearly basis and for various distribution channels and product categories, we developed a sales forecasting engine for our client.

More
Sales Forecasting
Case study
  • Energy
  • Forecasting

Load Forecasting with Deep Learning

For our client, we developed and validated a deep learning model to forecast daily electricity consumption in various control areas in Germany.

More
Load Forecasting with Deep Learning
Case study
  • Retail & Consumer
  • Forecasting

Sales Forecasting in Retail

In this proof of concept, we developed a statistical forecasting model for a client in the retail sector to predict sold units at the merchandise group level.

More
Sales Forecasting in Retail
Case study
  • Automotive
  • Forecasting

Sales Forecasting Automotive

In this project, we developed a machine learning model for car sales forecasting at both the overall and type-class levels for an international automotive corporation and implemented it into the client's IT infrastructure.

More
Sales Forecasting Automotive
Case study
  • Transport & Logistics
  • Forecasting
  • Frontend Solution

R Shiny App for Logistics Disposition

In this project, we developed an interactive web app for the disposition of transport demands using R Shiny and JavaScript, and implemented it into our client's IT landscape.

More
R Shiny App for Logistics Disposition
Case study
  • Transport & Logistics
  • Forecasting

Scaling of Forecasting Models

In this project, we implemented an existing model factory for demand forecasting of over 10,000 entities in parallel into our client's IT infrastructure.

More
Scaling of Forecasting Models
Case study
  • Transport & Logistics
  • Forecasting

Prediction of Flight Delays

In this project, we collaborated with our client to develop a machine learning model that predicts flight delays to support the ground operations team.

More
Prediction of Flight Delays
Case study
  • Automotive
  • Forecasting

Forecast of Residual Value for Leased Vehicles

Together with our customer, an international automotive group, we developed a tool for predicting residual values of leased vehicles in this project.

More
Forecast of Residual Value for Leased Vehicles
Case study
  • Automotive
  • Explainable AI
  • Forecasting

Time Series Forecasting Engine

In this project, we collaborated with our client to develop and implement a forecasting engine for arbitrary time series data.

More
Time Series Forecasting Engine
Case study
  • Automotive
  • Forecasting

Demand Forecasting

To increase the accuracy of our client's demand planning, we developed a demand forecasting engine that combines a wide variety of machine learning and deep learning algorithms to predict the demand for over 20,000 products within the next 24 months.

More
Demand Forecasting
Case study
  • Automotive
  • Forecasting

Prediction of Investment Costs

In this project, we developed a machine learning model for our client to predict annual costs and the timing of expected payments for investment projects.

More
Prediction of Investment Costs
Case study

Advantages of AI-based predictive analytics


More precise forecasts

AI-based predictive analytics solutions are often more accurate and reliable than manually created forecasts. This enables better decisions and planning.

Forecasts in seconds

With data and artificial intelligence, reliable forecasts can be created for hundreds of products within seconds.

Data-driven decisions

Using data and AI enables companies to make decisions based on data rather than gut feeling.

Processing of huge data volumes

AI-based predictive analytics software is capable of processing vast amounts of data and incorporating them into predictions.

Interested in custom predictive analytics software?

01
Free consultation

Discuss your challenges and goals in the area of Data & AI with us.

02
Tailored offer

Receive a customized and transparent offer.

03
Presentation & contract award

We present our approach to all relevant stakeholders.

04
Onboarding with project team

Our dedicated project team takes care of your needs.

Create value from Data & AI
Non-binding initial consultation
Free situation and requirements analysis
Response within 24 hours
Marcel Plaschke
Marcel Plaschke
Head of Strategy, Sales & Marketing
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