Financial Trends
Profit Optimization
Machine Learning Techniques
Data Mining Techniques for Predictions
Creating Value with Predictive Analytics Techniques
Realizing Value from Machine Learning Insights
Recommendations
Utilizing Machine Learning for Predictions
Operational Planning 
Resource Allocation: Identification and allocation of resources, including personnel, technology, and
financial assets, to meet operational goals
...The integration of analytics into operational planning enables organizations to: Identify
trends and patterns in operational data
...
Big Data Use Cases in Nonprofits 
Predictive Analytics: Using historical data, nonprofits can forecast future donations and identify
trends, enabling them to allocate resources more effectively
...Cost Analysis: By analyzing operational data, nonprofits can identify cost-saving opportunities and enhance their
financial sustainability
...
Profit Optimization 
involves analyzing data, forecasting outcomes, and implementing prescriptive analytics to make informed decisions that enhance
financial performance
...Resource allocation problems Forecasting The process of predicting future
trends based on historical data
...
Machine Learning Techniques 
learning techniques are widely used in various business applications, including: Predictive Analytics: Forecasting future
trends based on historical data
...Financial Analytics: Assessing credit risk and detecting fraudulent transactions
...
Data Mining Techniques for Predictions 
data mining is to extract useful information that can be used for predictive analysis, which helps businesses forecast future
trends and behaviors
...It is commonly used in
financial forecasting, inventory studies, and resource consumption forecasting
...
Creating Value with Predictive Analytics Techniques 
Improved Decision Making: By leveraging data-driven insights, businesses can make more informed decisions that align with market
trends and customer preferences
...Financial institutions analyze historical transaction data to identify suspicious activities and predict the likelihood of default
...
Realizing Value from Machine Learning Insights 
of business analytics, machine learning helps organizations analyze historical data, identify patterns, and forecast future
trends ...Financial Services A major bank implemented predictive analytics to detect fraudulent transactions, reducing fraud-related losses by 30% within the first year
...
Recommendations 
storytelling SAS Advanced analytics, machine learning, optimization
Financial forecasting, risk analysis Python Open-source programming, libraries for data analysis Custom analytics
...By analyzing sales data, customer preferences, and seasonal
trends, the company was able to reduce stockouts by 30% and decrease excess inventory by 25%
...
Utilizing Machine Learning for Predictions 
leveraging algorithms and statistical models, businesses can analyze historical data to make informed predictions about future
trends, behaviors, and outcomes
...2 Finance
Financial institutions leverage machine learning for: Credit scoring to assess borrower risk
...
Innovation 
Advanced Analytics: Leveraging machine learning and artificial intelligence to uncover patterns and predict future
trends ...Lack of Resources: Limited
financial, human, or technological resources can impede the ability to innovate
...
Nebenberuflich (z.B. mit Nebenjob) selbstständig u. Ideen haben
Der Trend bei der Selbständigkeit ist auf gute Ideen zu setzen und dabei vieleich auch noch nebenberuflich zu starten - am besten mit einem guten Konzept ...
Nebenberuflich selbstständig 
Nebenberuflich selbständig ist, wer sich neben seinem Hauptjob im Anstellungsverhältnis eine selbständige Nebentigkeit begründet.