How Workday Payroll Audits and Machine Learning Can Save Your Sanity
Let's Talk About the Anomalies That Haunt You
If you’ve ever been kept up late at night with knots in your stomach due to a data error that caused a payroll nightmare, you’re not alone. Payroll isn’t just numbers. It’s people’s livelihoods, reputations, and sometimes total chaos when things go wrong.
What if there were a way to make the unknowns feel a little more manageable?
Let’s take a look at Workday’s Payroll Anomaly Detection feature and why it’s one of the most underutilized, yet truly transformative tools available to payroll teams.
From Standard Audits to Smart Automation
Workday has long offered Pay Run Audits. These let you set up flags for all kinds of scenarios:
- Gross pay increases over a set threshold
 
- HSA contribution changes
 
- Conflicts between work and residence state taxes
 
- Unusually large commission or tip payouts
 
These audits are configurable per tenant, meaning your setup can reflect what really matters to your business. But here’s where things get even more powerful.
Enter Machine Learning
Workday recently introduced a machine learning-driven anomaly detection feature. This means the system can now learn what’s normal and what isn’t.
For example, let’s say someone consistently lives and works in different states that don’t have a reciprocity agreement. You can mark that flag as “expected,” and Workday will stop alerting you about it every pay period.
On the flip side, if something truly odd pops up that wasn’t even on your radar, machine learning can still catch it. You’re not just reacting to flags you created manually. You’re proactively preventing the unexpected.
Why This Matters
Let’s be honest. Payroll often gets left behind in Workday implementations. It isn’t flashy. It’s rarely prioritized post go live.
I’ve worked with teams who have been live on Workday for over ten years and haven’t touched their payroll configuration since implementation. They’re stuck in manual processes that are inefficient, but familiar.
If you’ve ever lived through a data error that results in massive payroll chaos, you know how painful it can be.
That’s why this new functionality is such a big deal.
If payroll has ever ruined your life, this feature might just save it.
Why More Teams Aren't Using It
Here’s the catch. As powerful as this feature is, many payroll teams haven’t enabled it. Why?
- They don’t know it exists
 
- It wasn’t included in their original configuration
 
- They’re afraid to change a process that “works”
 
- They don’t have internal resources to explore new features
 
How To Get Started
Thinking of trying it out? Here are a few tips to get started:
Review your current Pay Run Audits 
 Are they still relevant? Are they catching what matters, or just creating noise? 
Train the system 
 If a flag comes up repeatedly and isn’t actually an issue, mark it as expected so Workday can stop alerting you. 
Get expert help 
 A partner like Syssero can help you identify gaps and configure anomaly detection based on your real needs. 
Focus on long term gains 
 Yes, it takes time to set up. But once configured, it can save you hours each pay period and prevent costly mistakes. 
Not Just For Implementations
Even if your team has been live on Workday for years, it’s never too late to modernize your payroll setup.
We’ve worked with clients across industries who hadn’t updated their payroll processes since day one. By revisiting their configurations and setting up smarter audits, we helped them avoid errors, reduce manual effort, and gain more confidence in every pay cycle.
This isn’t just about out-of-the-box functionality. It’s about tailoring Workday to fit your organization, your compensation models, and your risk areas.
How Syssero Can Help: Lets Fix What Once Broke Your Payroll Process
At Syssero, we specialize in Workday optimization. Whether you’ve just gone live or you’ve been using Workday for over a decade, our consultants can help you:
- Audit and improve outdated payroll setups
 
- Build intelligent audits and thresholds
 
- Configure anomaly detection to fit your unique needs
 
- Train your team to use and maintain it effectively
 
And we do it all in a way that feels supportive, not overwhelming. No judgment if you’ve been living in spreadsheet survival mode. That’s what we’re here for.
Workday is evolving. Payroll should too.
Don’t settle for “it works.” Aim for “it works, and I’m not stressed out about it.”