Unlocking the Power of Data

Our approach ensures the proper application of Data Analytics tools, and the effective alignment with key business needs and drivers.

From Business Objectives to Effectivection:

    • Addressing key business and customer demands

    • Integrating workforce and SME knowledge along with
      data-powered insights

    • Collaborative, structured efforts cutting across organizational boundaries

    • Grounded on the reality of the current situation and operations

Clarify Objectives

Alignment to higher-level goals

Stakeholders interview

Input-Process-Output diagram

Target goals

Identify the Team

Stakeholder analysis

Data sources and gatekeepers

Team makeup


Explore the Data

Histograms, Individual value plots, Summary Statistics,

Box and whisker plots, Time series plots, Control Charts

Scatter plots, Scatter matrices, Correlation

Principal Component Analysis, Clustering

Formulate Models and Hypotheses

Simple and Multiple Linear Regression

Overfitting, Model Evaluation, and Variable Selection

Classification vs Regression – Logistic Regression

Training, validation and test data sets

Trees for Classification and Regression (CART)

Ensemble methods. Bootstrapping, Boosted Trees, Random Forest

Neural Networks


Design of Experiments

Screening, modeling, and response surface designs

Custom Designs

Understand the Process

Process maps

Cascading IPO

Variable Influence Diagram

Identify, collect, structure
clean the Data

Data elements selection from process knowledge

Discrete and continuous data. Time series data

Standard data table format

File imports

Database connections and operations

Sorting, filtering, grouping, stacking and unstacking data

Missing values and imputation

Data cleansing


Identify and select
the appropriate Action

Summary of key findings

Identification of possible options

Selection: Impact-Effort, Decision Matrix, Pugh Matrix

Iterate for an agile Implementation

Future State characterization

Stakeholder analysis

Steps to Future State

Plan-Do-Study-Act (PDSA) for implementation

Ongoing result evaluation and analysis