As another school year comes to a close, many of us are already thinking about summer projects. While classrooms are being packed up and plans are being made for the next school year, there is one important task that deserves a spot on every district’s summer cleanup schedule: data scrubbing.
It may not be the most exciting summer project, but it is one of the most valuable.
Why Clean Data Matters
Data conventions—or consistent data formatting—are more important now than ever before. Schools rely on numerous digital tools and online curriculum platforms that integrate directly with student information systems. These systems depend on accurate and consistent data to function properly.
When student or staff information is incomplete, inconsistent, or formatted differently from one record to another, it can create problems ranging from failed imports to login issues and missing student accounts.
A little cleanup now can save countless hours of troubleshooting later. Stuck on how to go about it? Read through the article and watch the quick video for some helpful tips on getting started with your data cleanup efforts.
Start with Student Information
Take time to review key student data fields, including:
- First Name
- Last Name
- Student Number
- Student Email Address
These fields should be complete, accurate, and free of unnecessary variations. Something as simple as an extra space, a nickname, or a missing email address can cause synchronization issues with integrated applications.
Standardize Parent and Guardian Information
Parent and guardian records should follow the same formatting conventions throughout your database.
For example, if your district stores parent names as:
Last Name, First Name
then all parent records should follow that format.
If your district uses:
First Name Last Name
then that convention should be used consistently.
The goal is not necessarily choosing one format over another—it’s ensuring everyone follows the same standard.
Be Consistent with Addresses
Addresses are another area where inconsistencies often occur.
Decide whether your district will use:
- Full words (Street, Avenue, Boulevard)
- Standard abbreviations (St., Ave., Blvd.)
Once a standard has been established, use it consistently across all records. Uniform address formatting improves reporting accuracy and can help reduce duplicate records.
Don’t Forget Telephone Numbers
Telephone numbers should also follow a district-wide format.
For example:
(555) 123-4567
Using consistent formatting makes records easier to read and helps ensure data exports and third-party integrations work as expected.
Your Vendors Will Thank You
Today’s school districts often work with dozens of software vendors. Each vendor may have slightly different requirements for matching students and staff from your database to their own systems.
When data is inconsistent, matching records becomes more difficult, which can lead to account creation issues, login problems, and delayed access to instructional resources.
Clean, standardized data helps ensure that students, parents, teachers, and staff can access the tools they need without unnecessary frustration.
A Little Work Now Saves Time Later
Summer is the perfect opportunity to review data standards, clean up records, and establish clear conventions for everyone who enters information into your student information system.
It may not be as visible as a new software implementation or as exciting as a classroom refresh, but data scrubbing is one of the most effective ways to prepare for a successful school year.
Your future self—and your help desk—will thank you.
Quick Tip: Export your data to Excel and use sorting and filtering tools to quickly identify records that need attention. It’s an easy way to spot missing information, inconsistent formatting, duplicate entries, and other data issues before they become bigger problems. For a quick demonstration, watch the linked video for an overview of how to use Excel’s “Highlight Cells Containing” feature and sort by cell color to efficiently identify and clean up data issues.
