TY - JOUR
T1 - Predictive Analytics für Financial Forecasts
T2 - Eine interviewbasierte Studie zu Herausforderungen bei der Implementierung und potenziellen Lösungsansätzen
AU - Schöllhammer, Moritz
AU - Tank, Ann
AU - Pedell, Burkhard
PY - 2024
Y1 - 2024
N2 - The opportunities that digital transformation promises for the finance and controlling function are discussed extensively in literature. One aspect that has received a lot of attention is the use of predictive analytics for financial forecasts. In contrast to classic forecasts, advanced data analyses are used for pattern recognition and to create model based forecasts. However, companies report various challenges during implementation, such as problems with data quality and data availability, but also a lack of competences in the company and a lack of trust of employees towards the forecast results. This interview-based study provides a structured overview of the implementation challenges of predictive analytics forecasts and potential solutions to tackle them.
AB - The opportunities that digital transformation promises for the finance and controlling function are discussed extensively in literature. One aspect that has received a lot of attention is the use of predictive analytics for financial forecasts. In contrast to classic forecasts, advanced data analyses are used for pattern recognition and to create model based forecasts. However, companies report various challenges during implementation, such as problems with data quality and data availability, but also a lack of competences in the company and a lack of trust of employees towards the forecast results. This interview-based study provides a structured overview of the implementation challenges of predictive analytics forecasts and potential solutions to tackle them.
KW - Financial Forecasts
KW - Implementation Challenges
KW - Interview-based Study
KW - Predictive Analytics Forecast
U2 - 10.15358/0935-0381-2024-3-62
DO - 10.15358/0935-0381-2024-3-62
M3 - Article
SN - 0935-0381
VL - 36
SP - 62
EP - 72
JO - Controlling : Zeitschrift für erfolgsorientierte Unternehmenssteuerung
JF - Controlling : Zeitschrift für erfolgsorientierte Unternehmenssteuerung
IS - 3
ER -