The "Duplicate Profile" Epidemic

How to fix duplicate profiles in your LMS and stop "Ghost Users" from ruining your audit.

We’ve all been there. You pull a training report for a site audit, confident that your team is ready. The auditor asks for proof that "David Smith" has his Fall Protection training complete.

You type "Smith" into your Learning Management System (LMS), and your heart sinks. Three results pop up:

Which one is the real David? And more importantly, how do you explain this mess to the auditor without looking incompetent?

If you are wondering how to fix duplicate profiles in your LMS, you are not alone. It is the single most common issue we see in industrial safety data.

LMS Dashboard showing duplicate profiles for David Smith with conflict warnings
An example of a fragmented user database: Three separate profiles for the same employee create a compliance "blind spot."

Why Does This Happen?

This isn't usually a software bug; it's a process failure. In the rush to get guys on site, we take shortcuts.

Maybe a foreman forgot David's password, so he just created a new account for him on the go to get him working. Or maybe your HR system integrates with your LMS, but it doesn't account for nicknames. HR sends "David," but the site super knows him as "Dave," and suddenly you have two profiles fighting for control.

The Real Cost: You are likely paying monthly license fees for all three "Davids." If you have 200 employees, and 15% are duplicates, you are wasting thousands of dollars a year on what we call "Ghost Users."

How to Fix Duplicate Profiles (The "Golden Record")

You cannot rely on names to link your data. Names change. People get married. People use nicknames. To fix duplicates for good, you need a Unique Identifier strategy.

Here is the exact process we use to clean up our clients' data:

Digital Golden Record ID merging disorganized files
Consolidating messy data into a single, verifiable "Golden Record" using unique employee IDs.

Step 1: The Audit

Export your entire user list to Excel or Sheets. Use the "Highlight Duplicates" feature on the 'Name' column. You might be shocked at how many matches you find. This gives you your "hit list."

Step 2: The Merge

Most modern platforms (like SafetyCulture, BisTrainer, or Procore) have a function to merge users. This combines the training history of "Dave" and "David" into one master profile. Do this carefully because once merged, it usually cannot be undone. Always keep the profile linked to your HR system (the payroll ID) as the master.

Step 3: The Lockout

Stop the bleeding. Remove the permission for field staff to create new user accounts. If a user can create a profile, they will create a duplicate. Centralize user creation to one admin or an automated HR feed.

Don't Migrate the Mess

If you are planning to switch software this year, do not just export your current list and dump it into the new tool. You will be infecting your new clean house with old dirty habits.

Clean the data before you move. Trust me, your future self will thank you during the next COR audit.

Drowning in Duplicates?

Start cleaning your data today. Here is a guide on how to find and remove duplicates in Excel.

Read Microsoft's Guide

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