Unlock the power of your data.

The prevalence and potential of real-time and historical data is massive, but how should your
team use it to drive business value?

Services

assessment Data Assessment

The Edj team collaborates with key stakeholders within your organization to align on goals and desired outcomes for the engagement. Once overarching goals are established, the two organizations partner to discover relevant datasets that are available for access and determine the appropriate approach for secure data access. Edj will assess the overall quality and properties of the data with respect to formatting consistency, breadth and depth of information available, and usefulness in accomplishing the goals of the engagement. The Data Assessment Report outlines the data explored, the variables which appear to be the most complete and useful for further analysis, and opportunities for improvement related to data collection and formatting. For example, the report will outline which fields have high missingness or inconsistent formatting which need to be addressed.
Edj Analytics Data assessment Screen Illustration
The Data Assessment provides the foundation for every engagement and allows full transparency into the data available for analysis. The final report will help you identify the strengths and opportunity areas within your organization's data collection and storage processes to inform future data infrastructure efforts.
Edj Analytics Data visualization Screen Illustration
The Descriptive Analysis will help your organization uncover new learnings about your business, clients and opportunity areas. Knowing where you've been and where you are now can help information key decisions for how to move forward.

Descriptive Analytics     Descriptive Analytics

Edj’s team of analysts will prepare the data for analysis by cleaning, transforming, joining, and processing the data as required. The Descriptive Analysis phase is typically designed to explore historical trends or discover patterns within your datasets. A variety of approaches may be used to help uncover and present these findings including segmentation, principal component analysis, and data visualization. Depending on the organizational goals, we may focus on identifying groups of individuals who have similar characteristics to one another to provide focus for future strategy or communication initiatives. Alternatively, we may be narrowing in on summarizing changes in yearly revenue by product line and searching for potential underlying causes – to name a few examples. The final deliverable from the Descriptive Analysis phase will present findings in a visually appealing way with charts that enable your organization to quickly discover key insights.

Predictive Analytics   Predictive Analytics

Predictive modeling leverages patterns in historical data to discern which outcomes are most likely to occur in the future. Developing a predictive model first begins with a process called feature engineering which involves creating new variables from the existing dataset, often to summarize more granular data points into more useful information. Next, the data is split into training, testing, and validation partitions to aid in model development and final performance evaluation. Various iterations or versions of initial models are tested to see which methods offer the greatest chance of generating accurate predictions. The model performing the strongest is then improved upon to maximize accuracy, before finally being tested on unseen data to determine how well it predicts the actual outcomes observed. Once the model is finalized, the methodology, key insights into the variables which most impact predictions, and example predictions are presented in a final report. Depending on your unique needs, the final model may then be integrated into your existing workflow to help inform decision making in an ongoing basis.
Edj Analytics Predictive Analytics Screen Illustration
Predictive Analytics enables you to understand what outcomes are most likely to occur in the future so you will be better prepared for what's to come.
Edj Analytics Prescriptive Analysis Screen Illustration
Prescriptive analytics helps turn insights into real-time action by illuminating the most optimal decision your organization can take to fulfill your goals.

Prescriptive Analytics     Prescriptive Analytics

Edj provides solutions to help you determine which actions are going to bring about the optimal results for your organization. Leveraging various methodologies from A/B testing to test vs. control and design of experiments, the Edj team of Data Scientists and Product Managers designs real world test scenarios to measure the impact of various strategic, operational, or communication plans. For example, if a student or client is at risk of leaving your organization, a test may be designed to measure the impact of various interventions aimed at retaining those individuals. Once these in-market tests are completed, you will have a better understanding of the impact these plans would have once rolled out across your entire organization. Where multiple opportunities exist, the Edj team can develop scenario forecasts or simulations to help weigh the impact of each decision.