
In 2003, a Texas chemical manufacturer amended its old tax returns and claimed a research credit worth $472,092. The IRS accidentally sent the refund with interest before anyone checked the math, then spent the next several years trying to get it back. When the case reached the Fifth Circuit in 2009, the taxpayer technically won. But a closer look at United States v. McFerrin shows why a legal win and a defensible credit are two very different things, a lesson that matters even more in 2026 as businesses revisit prior-year research positions under the new Section 174A rules.
After a six day bench trial, the court sided with the IRS. The judge applied a strict, outdated definition of “qualified research,” one that required work to expand the field’s existing knowledge and involve real hypothesis testing, not trial and error. Under that bar, the court found some of KMCO’s projects “may have involved some research” but wasn’t persuaded any of it actually qualified. McFerrin was ordered to repay the full refund plus interest.
McFerrin appealed, and this is where the case becomes particularly important for businesses claiming the R&D tax credit today.
The district court had used definitions of “discovering information” and “process of experimentation” that came from case law predating the IRS’s 2003 regulations. Those regulations changed the standard. Instead of requiring research to expand the entire field’s knowledge, the new rule asked only whether the work was intended to eliminate genuine uncertainty about how to develop or improve a product.
The Fifth Circuit ruled that the trial court applied the wrong legal test, and since a finding of fact built on the wrong law gets no deference on appeal, the judgment had to be vacated. The case was sent back down for a new look, this time under the correct standard.
The appeal corrected the legal framework. It did not resolve the underlying evidentiary problems.
Buried in the opinion is the detail that actually decides whether McFerrin ever collects a dollar of this credit: the trial court also found there were no records of the hours employees worked on any given project, and no records tying supplies to research activity. The judge declined to credit rough estimates that employees gave years after the fact.
The appeals court did not disturb that finding. It simply pointed to the long-standing Cohan rule: if a taxpayer can show qualified research happened, courts should estimate a reasonable credit rather than allow nothing at all. So on remand, the trial court has to apply the correct legal test, then decide, using whatever real evidence exists, what KMCO’s work is actually worth.
In other words, getting the law right buys McFerrin a second chance. It does not manufacture the timesheets, project notes, or lab records that should have existed from day one.
The McFerrin case is ultimately a story about timing. The engineering work may have been real, but the evidence was not captured when it mattered most. The company had a real business and real engineering work happening inside it, but nobody was capturing that work in a way a court could later verify. By the time anyone thought to document it, years had passed and the only evidence left was memory.
That’s the exact gap TaxDrone.AI, built by National Tax Group (NTG), was designed to close:
For businesses considering retroactive elections under current law, documentation should begin immediately rather than waiting until an amended return is filed.
The lesson from McFerrin is straightforward: documenting your research after the fact is always harder than documenting it as the work happens. The stronger your records, the stronger your R&D tax credit claim.
TaxDrone.AI combines AI-powered technology with the expertise of National Tax Group to help businesses identify qualifying activities, organize supporting documentation, and prepare claims that are built to withstand IRS scrutiny.
Get your free R&D tax credit estimate to understand your potential savings and see how TaxDrone.AI helps transform your research into a well-supported, audit-ready claim.