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  • User Guide
  • Real World Examples
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Basic synthetic examples

  • DML ATE Example
  • DML ATT Example
  • DML GATE Example

Famous Datasets

  • Impact of 401(k) on Financial Assets
  • Real World Examples

Real World Examples#

Basic synthetic examples#

ATE example
ATE example

ATE estimation workflow

DML ATE Example
ATT example
ATT example

ATTE estimation workflow

DML ATT Example
GATE example
GATE example

GATE estimation workflow

DML GATE Example

Famous Datasets#

401k
401k

Let’s look at an encyclopedic example: Assessing the Impact of a 401k Retirement Plan on Financial Assets

Impact of 401(k) on Financial Assets

Design Templates#

design_template
Design of Research Template

Start your first research with DML right now!

<no title>

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Math notation for EDA, IRM, and refutation diagnostics (CausalKit)

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DML ATE Example

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  • Basic synthetic examples
  • Famous Datasets
  • Design Templates

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