Capabilities

I have industry experience with the following techniques:

 

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Time Series Analysis

  • Autoregressive models

  • Moving average models

  • Detrending and deseasonalizing

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Segment, Cluster, Classify, And Profile

  • Latent Class Analysis

  • K-Means Clustering

  • Agglomerative Hierarchical Analysis

 
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Perceptual and Preference Mapping

  • Multidimensional Scaling

  • Correspondence Analysis

  • Principle Components Analysis

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Discrete Choice Experiments

  • Max-Diff (Best-Worst Scaling)

  • Choice-Based Conjoint

  • Menu-Based Conjoint

 
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Big Data / Data Mining

  • Classification Trees / Regression Trees

  • Anomaly Detection

  • Association rule mining

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Machine Learning

  • Recommender systems

  • Deep Learning / Neural Networks

  • Natural Language Processing

 
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Latent Variable Modeling

  • Path Analysis

  • Structural Equation Modeling

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Conditional Processes

  • Moderation

  • Mediation

 
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Scale Construction

  • Exploratory Factor Analysis

  • Confirmatory Factor Analysis

  • Item Response Theory

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Scale Benchmarking

  • Data Scaling
  • Normalizing
  • Data Transformations
 
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Group Differences

  • t-Test

  • ANOVA / ANCOVA

  • MANOVA / MANCOVA

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Predictions

  • OLS, PLS, WLS

  • Probit/Logit Regression

  • Multinomial Regression

 
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Network Analysis

  • Network Visualization
  • Network connection measures
  • Network distribution measures
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Data Visualization

  • Data Visualizations
  • Dashboard Design
  • Other Visualizations in D3