Digitization in Controlling: Forecasting Processes Through Automation

Name: Digitization in Controlling: Forecasting Processes Through Automation
Brand: Springer
SKU: 9783658287405
Price: 3639.0 INR
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by Andre Große Kamphake

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ISBN13: 9783658287405
Binding: Paperback
Subject: N/A
Publisher: Springer
Publisher Imprint: Springer Gabler
Publication Date: January 3, 2020
Pages: 70
Original Price: EUR 49.99
Language: English
Edition: 2020
Item Weight: 119 grams
BISAC Subject(s): Management, Production & Operations Management, and Information Management

About The Book

From the Back Cover
Andre Große Kamphake deals with the digitization in controlling and focuses in this context on the analysis of automated forecasting processes within a chemical company. He aims at outlining to what extent and how accurate forecasting processes can be automated in the age of digitization and big data. Therefore, the forecast of the working capital is put at the center since it plays a leading role for the cash collection process. Based on data from 2015 to 2018, two different forecasting models are combined to optimally predict the different components contained in the working capital. The author manages to prove that both a trained forecasting algorithm achieves a prediction accuracy of 92.49 % and statistical methods in machine learning lead to a significant increase in forecasts compared to naive forecasting models.
Contents

The Challenge of Digitalization Projects
Optimization of Working Capital Management
Proceeding for Data-Driven Data Mining Forecasts
Application of the Decision Tree Algorithm C 5.0
Implementation of the ARIMA Time Series Model
Combination of Forecasting Methods Aiming Better Results

Target Groups

Lecturers and students of management, corporate governance, controlling
Controllers and data scientists

The AuthorAfter successfully completing his master's degree in business administration in major Finance at the University of Cologne, Germany, Andre Große Kamphake works as a controller in the field of business development with a focus on reporting and data analysis.

About The Author

After successfully completing his master's degree in business administration in major Finance at the University of Cologne, Germany, Andre Große Kamphake works as a controller in the field of business development with a focus on reporting and data analysis.

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