Aaron Schroeder

Data Science Framework

Data Discovery

Data Profiling

Data Preparation

Data Linkage

Ontology Alignment
Entity Resolution

Data Exploration

Characterization
Visualization

Data Analysis

Inference
Textual Analysis
Network Analysis
Agent Modeling
Machine Learning

Data Fitness

Fitness for Use

Data Science Platform

Server Configuration

Encrypted Storage
LXC Container Configuration
Authentication Configuration
Permissions Configuration
Software Configuration

Apache Spark
RStudio Server
Shiny Server
Jupyter Server
PostgreSQL

Workstation Configuration

Mac
Linux
Windows

Code Examples & Tools

Code Examples

R
Python
Bash
SQL

Tools

d3
iGraph
GATE
MANN
SAFR-Link
Protege

Data Management

Data Management Plan

Project Management

Project File Layout

Data Access

Data Access Restrictions

FERPA, HIPAA, Privacy Act, State-Level Regulations

LAWYERS!

Data Linkage Restrictions

Do common IDs and/or identifiable demographics exist for determiistic and probabilistic record linkage?

Data Redistribution Restrictions

Is anybody other than you allowed to work with the data?

What additional transformations/protections are required before data can be redistributed?

Gaining Entry and Building Trust

More times than not needs to be the primary focus of your initial data gathering efforts.