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.

Katy Walmsley (right), ANC athlete, with a teammate at the Garden State Swim-Run
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3:28:46Boston 2026, official
11+ minfaster than her last two marathons
7:07 to 6:48Critical Speed per mile, Dec to Feb
87.5%of Critical Speed planned. She ran 85.4%
1:34:09half marathon best, three weeks out

Marathon finish times

Before ANC and with ANC

Katy Walmsley marathon times before ANC and at Boston 2026
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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.

Test
Dec
3200
13:43
CS /mi
7:07
Test
Jan
3200
13:19
CS /mi
6:45
Test
Feb
3200
13:09
CS /mi
6:48

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We don't keep an outdated number because it's convenient.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.

Critical Speed, three tests

Critical Speed pace per mile: 7:06, then 6:45, then 6:48

Katy Walmsley Critical Speed across three tests
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How were her zones set?

Every run zone is a share of Critical Speed. From her 6:48 February test:

Zone
Z1
Pace /mi
9:04 to 8:00
Use
Base
Zone
Z2
Pace /mi
8:00 to 7:09
Use
Steady
Zone
Z3
Pace /mi
7:09 to 6:29
Use
Threshold
Zone
VO2
Pace /mi
6:29 to 5:40
Use
Peak

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.

Block
Dec
Run
3.2 h
Total
8.8 h
Block
Jan to Feb
Run
4.7 h
Total
11.8 h
Block
Mar
Run
5.1 h
Total
13.1 h
Block
Apr
Run
2.4 h
Total
8.7 h

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

Katy Walmsley average weekly hours by sport in each block
Her biggest week was 14.5 hours, the week of Jan 5. Taper week was 6.2 hours. Tap to open full size.

Fitness and form, all sports

Fitness, fatigue and form from her daily TrainingPeaks TSS

Katy Walmsley total fitness across all sports
Fitness rose from about 84 on Dec 1 to about 108 by mid March, then form turned positive in April. Tap to open full size.

Run fitness and form

Run only, from her daily TrainingPeaks run TSS

Katy Walmsley run fitness, fatigue and form
Run fitness held near 50 all build. Run form reached about plus 24 on Boston morning, the freshest of the build. Tap to open full size.
Katy Walmsley TrainingPeaks performance management chart
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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.

Block
Dec
Run mod/hard
23%
Block
Jan to Feb
Run mod/hard
26%
Block
Mar
Run mod/hard
28%
Block
Apr
Run mod/hard
39%

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.

Easy, moderate and hard

Measured time in zone, run zones from Critical Speed and bike zones from Critical Power

Katy Walmsley share of moderate and hard time by block
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How her time was spent

Share of weekly time by sport, Dec 1 to Apr 19

Katy Walmsley time in easy, moderate and hard zones
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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.

1. Base and durability
Late Nov to Jan 4

What: Critical Speed tests, ZR and Z1 runs, Z1 with pickups below Critical Speed, Low Z2 intervals.

Why: She started with us early in a new build. Early in a build we start with base and durability before the test ratio picks the block.

What changed: Her run fitness sat at about 45 to 52, inside the 45 to 55 range we look for in a marathoner's base. Ready to raise the floor.

2. Aerobic Expansion bridge
Jan 5 to Jan 31

What: A retest first, so her zones were right. Then 8 Sweet Spot interval runs, 3 Z1 runs with progressive Z2 finishes, and ZR recovery runs.

Why: Most plans jump from base straight into threshold. We bridge. About 75% to 80% of stress stays aerobic, and the other 20% to 25% moves up the curve. It keeps building durability by other means instead of eight straight weeks of base.

What changed: Weekly running rose from about 21.5 miles toward the 33 she averaged across January and February.

3. Build to threshold
Feb 1 to Feb 22

What: 6 Sweet Spot interval runs, 4 Z1 runs with progressive Z2 finishes, then the February retest.

Why: Raise sustainable speed, the long course staying power a marathon needs. The threshold work landed on a bigger aerobic base, not on legs that jumped straight out of easy running.

What changed: Critical Speed 6:48, 800 in 2:59. A ratio of about 88%.

4. VO2 Max
Mar 1 to 22

What: VO2 Max intervals and over/unders.

Why: The test pointed the way. Over 87% tells us the floor has come up close to the ceiling, so the next job is to raise the ceiling.

What changed: Three weeks out she ran a half marathon best of 1:34:09: “That was hard but I felt really strong!”

5. Marathon specific and taper
Mar 3 to Apr 19

What: Race intensity intervals, Z1 runs with race intensity finishers, and a 27.6 km long run on Apr 6.

Why: Race specificity is an overlay, not a floor. It teaches pacing, fueling and restraint on top of the fitness already built.

What changed: Run fatigue fell, and she reached race morning fresh.

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

Katy Walmsley run and bike blocks with every test and race marked
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Katy Walmsley weekly run hours in TrainingPeaks
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Katy Walmsley weekly run training stress in TrainingPeaks
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Building the run

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

Katy Walmsley weekly run miles and longest run
From January to mid March she ran 27 to 39 miles a week, most weeks above 32. Her longest run was 17.1 miles, the week of Apr 6. Tap to open full size.

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
B
Pace
7:36
Share
89.5%
Plan
C
Pace
7:46
Share
87.5%
Plan
D
Pace
8:01
Share
84.8%

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)”.

Race pace vs Critical Speed

Race pace as a share of her February Critical Speed (6:48 per mile)

Katy Walmsley race plans as a share of Critical Speed
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How did she pace Boston?

Half
First
Time
1:41:51
Pace
7:46
Half
Second
Time
1:46:55
Pace
8:10

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.

Katy Walmsley Boston Marathon TrainingPeaks summary
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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.

Mile 1
7:53
Mile 2
7:32
Mile 3
7:35
Mile 4
7:31
Mile 5
7:47
Mile 6
7:44
Mile 7
7:44
Mile 8
7:46
Miles 9 to 15: within a few seconds of 7:46 each mile
Mile 16
7:38
Mile 17
8:03
Mile 18
8:07
Mile 19
7:54
Mile 20
8:08
Mile 21
8:28
Mile 22
7:56
Mile 23
8:13
Mile 24
8:16
Mile 25
8:13
Mile 26
8:15
First half 1:41:51 (7:46 per mile). Second half 1:46:55 (8:10 per mile). Lap times rounded down to the second.
Katy Walmsley Boston laps, miles 1 to 9
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Katy Walmsley Boston laps, late miles
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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

EVALUATE
Dec
Critical Speed and Critical Power tests. History, schedule, how she responds.
CALIBRATE
Jan to Feb
Retests reset her zones. Bridge, then threshold, set by what was missing.
HARMONIZE
All season
Bike and pool carry aerobic work. Family calendar shapes the week.
OPTIMIZE
Mar to Apr
Ratio over 87% points to VO2 Max. Plan C pace matched to her miles. Taper to fresh legs.
You get
Testing
For Katy
CS three times, bike power too
You get
Your own zones
For Katy
Reset after every test
You get
Blocks by need
For Katy
Bridge, threshold, VO2 Max
You get
A race plan
For Katy
Plans B, C and D
You get
Every week read
For Katy
Load, sessions, family, sleep

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.

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