Data science and statistical Capabilities

I have industry experience with the following techniques:

 

Time-Series-Autoregressive-models-Moving-average-models-Detrending-deseasonalizing.png

Time Series Analysis

  • Autoregressive models

  • Moving average models

  • Detrending and deseasonalizing

Segment-Cluster-Classify-Profile-Latent-Class-Analysis-K-Means-Clustering -Agglomerative-Hierarchical-Analysis.png

Segment, Cluster, Classify, And Profile

  • Latent Class Analysis

  • K-Means Clustering

  • Agglomerative Hierarchical Analysis

 
Perceptual-Map-Preference-Map-Multidimensional-Scaling-Correspondence-Analysis-Principle-Components-Analysis.png

Perceptual and Preference Mapping

  • Multidimensional Scaling

  • Correspondence Analysis

  • Principle Components Analysis

Discrete-Choice-Experiments -Max-Diff-Best-Worst Scaling-Choice-Based Conjoint-Menu-Based-Conjoint.png

Discrete Choice Experiments

  • Max-Diff (Best-Worst Scaling)

  • Choice-Based Conjoint

  • Menu-Based Conjoint

 
Ken-Faro-Big-Data-Data-Mining-Classification-Trees-Regression-Trees-Anomaly-Detection-Association-rule-mining.png

Big Data / Data Mining

  • Classification Trees / Regression Trees

  • Anomaly Detection

  • Association rule mining

Ken-Faro-Machine-Learning-Recommender-systems-Deep-Learning-Neural-Networks-Natural-Language-Processing.png

Machine Learning

  • Recommender systems

  • Deep Learning / Neural Networks

  • Natural Language Processing

 
Ken-Faro-Latent-Variable-Modeling-Path-Analysis-Structural-Equation-Modeling.png

Latent Variable Modeling

  • Path Analysis

  • Structural Equation Modeling

Ken-Faro-Conditional-Processes-Moderation-Mediation.png

Conditional Processes

  • Moderation

  • Mediation

 
Ken-Faro-Scale-Construction-Exploratory-Factor-Analysis-Confirmatory-Factor-Analysis-Item-Response-Theory.png

Scale Construction

  • Exploratory Factor Analysis

  • Confirmatory Factor Analysis

  • Item Response Theory

Ken-Faro-Scale-Benchmarking-Data-Scaling-Normalizing-Data-Transformations.png

Scale Benchmarking

  • Data Scaling

  • Normalizing

  • Data Transformations

 
Ken-Faro-Group-Differences-t-Test-ANOVA-ANCOVA-MANOVA-MANCOVA.png

Group Differences

  • t-Test

  • ANOVA / ANCOVA

  • MANOVA / MANCOVA

Ken-Faro-Predictions-OLS-PLS-WLS-Probit-Logit-Regression-Multinomial-Regression.png

Predictions

  • OLS, PLS, WLS

  • Probit/Logit Regression

  • Multinomial Regression

 
Ken-Faro-Network-Analysis-Network-Visualization-Network-connection-measures-Network-distribution-measures.png

Network Analysis

  • Network Visualization

  • Network connection measures

  • Network distribution measures

Ken-Faro-Data-Visualization-Data-Visualizations-Dashboard-Design-Other-Visualizations-in-D3.png

Data Visualization

  • Data Visualizations

  • Dashboard Design

  • Other Visualizations in D3