HR Analytics
Transcript: AI at Vallourec Today AI in HR Conclusion HR ANALYTICS What is HR Analytics Why HR Analytics? HR Analytics is the process of collecting, analyzing, and reporting relevant HR information to make data-driven decisions. To conduct this analysis, we use key performance indicators (KPIs) to measure the performance of the workforce, and human resources information systems (HRIS) to standardize the reporting process KPIs Human Resources Infomation System (HRIS) HRIS HRIS is a software that allows companies to collect data Why do we need a data driven decision ? We can say that previously, decisions based on instincts are not baseless as they are strengthened by previous knowledge, previous information and intuition which,have in many cases, they've worked in the past.... THE NEED FOR A DATA DRIVEN DECISION Levels of HR Analytics Importance of data We need to change our way of thinking....Decisions are not about trusting your instincts and braving the consequences instead.......they are about combining inner wisdom with scientific data The most effective and efficient decisions Today the business environment is completely different than what it was almost three years ago. This creates the need to rely on data to expect decisions that are free of cognitive biases This is why a combination of data backed analysis and intuitions produces well rounded decisions We have come a ways.... Descriptive analytics deals with the process of collecting and reporting data on what has already happened. Descriptive Diagnostic analytics aims to determine the causes of certain problems or trends. Identifying the issues is necessary for solving the problem or providing information to plan Diagnostic Another example Predictive analytics deals with forecasting future events by using historical data patterns. It helps determine the probability of something happening in the future by analyzing previous data. It is obtained through various statistical techniques, Predictive Prescriptive analytics deals with proposing suggestions for future actions according to the prediction made via predictive analytics. The suggestion proposed by prescriptive analytics are based on data analytics therefore, more reliable. Prescriptive UKG Analytics UKG Analytics We have a very strong analytics tool in Cognos BI (UKG Pro) : Real-time Data Permissions/Security Role Based Scheduling Capabilities With the migration to UKG Dimensions: Reporting has been enhanced Dataviews are more flexible Analytics have been made available to you and managers Report Tool Dynamic Dashboards UKG Dimensions Why Power BI? Power BI and HR In the past couple of years, Vallourec has adopted, we can in some cases even say, strongly encouraged, the use of Power BI within Operations, Controlling, VDIS and so on. What about HR? Data Visualization Power BI enables us to create visually compelling dashboards and reports, making it easier to interpret and communicate HR data effectively Data Visualizations Example Real-Time Insights Real-time Insights With Power BI's real-time data analysis, we can access critical metrics instantly, enabling data-driven decision-making. Self-service Analytics Self-service Analytics Power BI's user-friendly interface empowers us to explore data independently Ease of use Demo Let's go in and look at a few examples Demo Benefits of Power BI in HR Summary Making data more accessible to those other than management. Use of information to assist in decision making and actions to meet KPI goals. Access to these dashboards starts today. Scan QR Code Artificial Intelligence Overview AI Knowledge View -Results AI: The development of computer systems capable of performing tasks that typically require human intelligence What is AI and ML? What is AI/ML? ML: A subset of AI that involves algorithms and statistical models enabling computers to learn from data and make predictions without explicit programming. How is AI used in our every day life? It is more common than you might realize..... Everyday Life MS Office At work Maps/GPS Commute Movies/TV/Music Entertainment IBM, HR, and Machine Learning Utilize past HR dataset for model training, containing employee attributes and outcomes. Automatically assign weights to variables based on importance during model training. Apply ML model with weighted variables to predict employee attrition and other HR outcomes. Feature Importance Outcome Confusion Matrix Applications of AI at Vallourec Key Resignation Indicators Correlation & Company Analysis Individual Analysis Tool Use AI powered insights to assist in decision making Identify “At-Risk” individuals and perform targeted actions to mitigate turnover. Example of Output AI Data Displayed in Power BI (example) Our Focus Continue building on our data analytics for the benefit of the team but more importantly, for the benefit ofVallourec Work with all of the functional areas to make data accessible via easy interfaces. These include but are not limited to: Recruiting