Digitization in Controlling

Forecasting Processes through Automation

Specificaties
Paperback, blz. | Engels
Springer Fachmedien Wiesbaden | e druk, 2020
ISBN13: 9783658287405
Rubricering
Juridisch :
Springer Fachmedien Wiesbaden e druk, 2020 9783658287405
Onderdeel van serie BestMasters
€ 60,99
Levertijd ongeveer 9 werkdagen
Gratis verzonden

Samenvatting

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.

Specificaties

ISBN13:9783658287405
Taal:Engels
Bindwijze:paperback
Uitgever:Springer Fachmedien Wiesbaden

Inhoudsopgave

<p>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.</p>

Net verschenen

€ 60,99
Levertijd ongeveer 9 werkdagen
Gratis verzonden

Rubrieken

    Personen

      Trefwoorden

        Digitization in Controlling