Case study · Marathon
How to Train for Your Best Marathon PR: What We Learned Coaching Katy Walmsley to Boston
“I have to get kids to early events today so pre dawn was my window.”
That was Katy Walmsley's training log. Not a pro schedule. A parent's schedule. On Apr 20, 2026 she ran Boston in 3:28:46, more than eleven minutes faster than her last two marathons. Here is exactly how we coached it, block by block, and why.

Marathon finish times
Before ANC and with ANC

Who is Katy?
A triathlete who finished the Ironman World Championship in Kona in 2023. A coach to other athletes who also covers Masters swim sessions. A parent whose afternoons are “jam packed with kids' basketball games.” Some days she “had to cut a few minutes short to get my kids to school.”
Her last two marathons took 3:40:42 (New York, 2019) and 3:40:23 by watch (October 2024). Before ANC she trained about seven and a half hours a week.
What did she want?
Boston on Apr 20, 2026, her first goal race with us after joining in late November 2025.
How did we find her starting point?
Test, don't guess. We anchor every run plan on Critical Speed, a working number built from a 400, an 800 and a 3200. It reflects both speed and endurance, and it sets every zone, every workout and her race pace. Katy tested three times before Boston.
Reading a test honestly. In January her 3200 improved, but her 400 and 800 were run on a small, icy indoor track, and slow short reps make the fit read fast. In February, on a proper surface, Critical Speed came in at 6:48. Her 3200 got faster at every test, so her sustainable speed kept rising. February became the anchor for Boston.
We don't keep an outdated number because it's convenient. One test is a snapshot.
How were her zones set?
Every run zone is a share of Critical Speed. From her 6:48 February test:
Her Boston plan pace of 7:46 sits low in Z2. Heart rate was read with pace, power and feel, never alone. Her average heart rate rose with the zones: 139 easy, 154 moderate, 158 hard. The zones were set right and the effort was real.
How did the bike and pool help her run?
Katy stayed a triathlete. The bike carried a large share of her aerobic work while the run built steadily, because every running mile carries an impact cost a riding mile doesn't. See how to split your hours when life is full.
Her total fitness (CTL) climbed from about 93 in early December to around 107 through February and March, then eased to about 99 on race day.
Run only numbers tell a different story. Her run fitness held near 50 from January through March while total fitness rose on the bike and in the pool. In April her run fatigue fell from about 42 to under 18, and she started Boston with her freshest legs of the build.
Katy's weekly hours
Swim, bike and run from TrainingPeaks, Dec 1 to Boston

Fitness and form, all sports
Fitness, fatigue and form from her daily TrainingPeaks TSS

Run fitness and form
Run only, from her daily TrainingPeaks run TSS


How hard was the training?
It's never all easy. We measured her real time in each zone from her 30 second run and ride data on 88 of 88 runs and 111 of 113 rides. Her run build was 73% easy, 19% moderate and 8% hard.
As race pace work took over, the hard share grew. Easy work still did most of the lifting: it built her durability and let her recover around a full family calendar.
Why these blocks, in this order?
A standard plan runs base, build, peak, the same for everyone, timed off the race date. We don't build that way. We pick each block by what is missing now, each sport gets its own decision, and blocks end when the gains flatten, not on a date.
Every dashed line is a moment we checked the truth: a test, a retest, a tune up race. Each one decided what came next.
The bike made its own decisions. It stayed in base and durability from Dec 9 to Feb 28 (Low Z1 rides, LT1 high torque intervals, Top Z1 intervals) while the run took the new load, then moved to build to threshold from Mar 4 to Apr 14. In the pool she kept steady sessions, 1 to 3 a week.
We read every test before using it. Her bike power setup changed more than once, and in February her 6 minute result came in below her 12 minute result, so no Critical Power could be calculated. The run was the clean story.
Katy's season, block by block
Run and bike blocks, tests and races



Building the run
Weekly run miles and her longest run each week, from TrainingPeaks

How did we choose her race pace?
We wrote three Boston plans, each tied to weekly run volume. Fewer miles means less durability late in a marathon, so each plan asks for a smaller share of Critical Speed.
Plan C was written for 30 to 37 miles a week, or a matching amount of stress through multisport training. That was Katy. Her race file is labeled “Boston Marathon (C)”.
How did she pace Boston?
She went through halfway right on Plan C pace. Miles 2 to 4 were her quickest, between 7:31 and 7:35, because Boston opens downhill. From mile 6 to mile 15 she sat within a few seconds of 7:46, every mile.
Then the Newton hills. Mile 21, with Heartbreak Hill, was her slowest at 8:28. She held 8:13 to 8:17 for the last five full miles, and her final stretch came back to about 7:42 per mile.
Her middle miles were exactly what the plan asked for. The early miles were a little hot, and the late course took more than her durability could cover that day. Her graded pace of 7:56 against 7:54 actual shows the hills cost her. Want to learn from your own race? Here is how to analyze it.

Boston, mile by mile
Watch laps from TrainingPeaks, Apr 20, 2026. Plan C pace was 7:46 per mile.
Navy: on or under 7:46. Orange: slower than 7:46.


What does an ANC athlete actually get?
Everything Katy got, you get. Every ANC coach works from one shared method, StressLogic, in four parts: Evaluate, Calibrate, Harmonize, Optimize. Here is how they played out across her season.
StressLogic in Katy's season
Testing. You start with numbers that are yours, not borrowed from a chart. When a test is flawed, like Katy's icy January track, your coach says so and does not build on it.
How decisions are made. Your coach reads your load trend, how key sessions went, how you feel and what your week looks like outside training. Then decides: push, hold or pull back. Your physiology sets the direction. Your life sets the dose.
The feedback loop. Your notes matter as much as your files. When Katy wrote that pre dawn was her window, the plan fit around it. When she wrote that her half marathon “was hard but I felt really strong,” that was a signal too. Every week, what you tell us shapes what comes next.
What does coaching with ANC feel like?
It feels like waking up before dawn and knowing exactly why today's run matters. Not wondering if you are doing enough. Not stacking extra miles out of worry.
It feels like a busy week that doesn't wreck your build, because your coach already moved the pieces. Like reading a test result and understanding it. Like standing on a start line with your freshest legs of the season and a pace you trust.
And it feels like Katy at mile 15 of Boston, still within a few seconds of plan, every mile, with nothing left to guess.
Marathon PR FAQ
How do you train for a marathon PR with limited time?
Use the hours you have with structure built from your own numbers. Test Critical Speed, build zones from it, plan real moderate and hard work, and let lower impact training like cycling carry extra aerobic work.
What is Critical Speed?
A working number built from your own 400, 800 and 3200 efforts. It reflects both speed and endurance and sets your run zones and race pace.
How do you choose marathon race pace?
As a share of Critical Speed that matches the weekly volume you can really sustain. Fewer miles means less late race durability, so a smaller share. Katy's plan asked for 87.5%.
Should marathon training be all easy running?
No. Easy running builds the base, but about a quarter of Katy's run time was moderate or hard, and that share grew as race pace work took over.
Is heart rate enough to guide training?
No. Heart rate shows what an effort cost that day. We always use it together with power, pace and feel.
Can a triathlete keep swimming and riding in a marathon build?
Yes. Katy kept both, and her total fitness rose on the bike and in the pool while her run load stayed steady and kind to her legs.
Katy didn't have more time than you. She had a plan that respected her time, tests that told the truth, and a coach who explained every step.
Your best race fits in the life you already have.
Tell me about your goal and your week. We'll start from there.
Or see our online marathon coaching.




