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How to configure source mapping

This guide explains how to configure and maintain source mapping in Aragorn AI—assigning HRIS columns to standardized fields and data types inside a data project.

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Written by Tyrone Marhguy

What is source mapping?

Source mapping is the process of matching columns from your HRIS (or uploaded file) to standardized fields in Aragorn AI. Every system labels employee data differently—Employee Number in one HRIS might be external_employee_id in another. Mapping tells Aragorn AI what each incoming column means so data is stored consistently.

Integrations read standardized fields, not raw HRIS column names. You standardize once at the project level instead of re-cleaning data for every integration.

Standardized fields

Standardized fields are Aragorn AI’s canonical names for employee data. Some are required for Aragorn AI to treat a record as valid—for example:

Standardized field

Meaning

external_employee_id

Unique identifier for each employee

first_name

Employee’s first name

last_name

Employee’s last name

is_terminated

Whether the employee is active or terminated

Map each source column to the matching standardized field. If no match exists, you can create a custom standard field (see How to manage standard fields).

Open source mapping

  1. Log in to your Aragorn AI account.

  2. Click Data Projects in the left sidebar.

  3. Open the project you want to configure.

  4. Go to the source area and open mapping configuration.

If mapping was never started, click Begin mapping configuration. On first setup you may see:

Configure each field

Required standardized fields appear at the top until they are mapped. Map those first, then optional source fields.

For each source field:

  1. Assign a standardized field name.

  2. Set the correct data type.

  3. Confirm sample values match your expectations.

Data types

Data type

Behavior

Money

Blank source values translate to 0

Text, date, boolean

Must match actual source values or sync may fail

Fix data type mismatches during mapping—not after data is imported.

Field order

Use field order to control how columns appear in the mapping UI. Reordering is display-only; it does not change stored data or integration behavior.

Calculated fields

If your HRIS does not provide a field you need, create a calculated field (FX) in mapping.

Manage standard fields

From source settings, open Manage Standard Fields to remove custom standardized fields you no longer need.

  • Fields prefixed with C were created by your organization.

  • Removing unused fields reduces the risk of accidental reuse.

After changing mapping

Change

Recommended action

Mapping or calculated field changes only

Reprocess last sync

Need fresh HRIS data

Sync new updates

Major errors already imported

Delete final dataset, fix mapping, re-sync

View mapping lineage

Click a mapped field to see lineage—for example, standardized last_name gets its value from HRIS field last_name.

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