The Woodlands looks easy on paper. The bike is flat — around 500 metres of elevation gain over 180 kilometres, most of it from highway overpasses on the Hardy Toll Road. The run is flatter. The swim is a calm lake. There's nothing on this course that should scare a prepared athlete.
And yet, across four years of results and 9,069 starters, the DNF rate is 14.4%. That's 1,309 athletes who started and didn't finish. Not because of a mountain pass or an ocean swim or a technical descent. Because of the heat.
The forecast for April 18 shows 22°C at the 06:40 start, climbing past 30°C by noon and peaking at 33°C by mid-afternoon. Humidity starts at 88% and drops as the day heats up, while winds build from the south to around 22–24 km/h by afternoon. This year is tracking hotter than the four-year historical average — 33°C peak versus the typical 29°C — making it one of the warmer editions on record. The combination of aggressive heat, a flat bike that hides the accumulating stress, and a fully exposed run with no shade is what makes Texas one of the most deceptive courses on the circuit.
We ran the physics on three athletes to see exactly how this plays out.
| Top 10% AG | Mid-pack | First-time IRONMAN | |
|---|---|---|---|
| FTP | 290W (3.87 W/kg) | 245W (3.06 W/kg) | 190W (2.24 W/kg) |
| CSS | 1:22/100m | 1:35/100m | 1:55/100m |
| Run threshold | 3:55/km | 4:18/km | 5:45/km |
| Bike setup | TT, disc wheel | TT, deep rear | Road + clip-ons |
| CdA - Aero | 0.250 | 0.275 | 0.290 |
| Bike power | 211W @ IF 0.73 | 173W @ IF 0.71 | 132W @ IF 0.70 |
| Bike time | 4:34 | 5:08 | 5:55 |
| Bike TSS | 241 | 256 | 288 |
| Run intensity | 80% threshold | 77% threshold | 75% threshold |
| Run start | 12:23 | 13:06 | 14:07 |
| Run temp | 30.5°C | 31.8°C | 32.2°C |
| Run pace | 5:04/km | 5:53/km | 8:12/km |
| Finish | 9:23 | 10:41 | 13:23 |
CdA values are aero-position estimations — the simulation separately models time spent upright for drinking, cornering, and climbing using grade-based position switching. On a flat course like Texas, athletes are in the aero position for the vast majority of the ride. This analysis uses the actual weather forecast for race day, April 18 2026 — not historical averages.
Every one of these plans is optimised — the fastest possible total time for each athlete's fitness, equipment, and the conditions. Nobody is holding back. These are the numbers the physics says are optimal.
Three Athletes, Three Races — Same Course, Same Day
This is the question every age-grouper asks before a full-distance race. The usual answer is a rule of thumb — ride 70–76% of FTP, and you'll be fine. But that advice assumes all athletes accumulate the same stress at the same intensity. They don't.
TSS scales with both intensity and duration: IF² × hours × 100. (If TSS and IF are new to you, this breakdown covers what the numbers mean on race day.) At the same IF, a five-hour bike and a six-hour bike produce very different training loads. This is the trap that catches slower athletes on flat courses — the effort feels manageable, but the stress accumulates silently with every extra minute on the bike.
| Top 10% AG | Mid-pack | First-time IRONMAN | |
|---|---|---|---|
| Bike power | 211W @ IF 0.73 | 173W @ IF 0.71 | 132W @ IF 0.70 |
| Bike time | 4:34 | 5:08 | 5:55 |
| Bike TSS | 241 | 256 | 288 |
The first-timer has the lowest intensity of the three — IF 0.70 versus 0.73 for the top AG athlete. But they accumulate the highest TSS because they're on the bike 81 minutes longer. And this is the optimal plan — the one that produces the fastest total time. There's no slack to give.
The flat course amplifies this. On a hilly course, descents give you natural recovery — coasting at zero watts resets the stress clock briefly. Texas doesn't have that. The Hardy Toll Road is relentlessly flat, with 105 turns and 6 U-turns as the only interruption. You're pushing watts from the first kilometre to the last.
And then there's the heat. The simulation applies an IF ceiling based on race-day temperature, humidity, and how acclimatised you are. At Texas, with the forecast showing a race-phase average of 29.7°C and 49% humidity, that ceiling sits well below what most athletes would target on a cooler day:
| Top 10% AG | Mid-pack | First-time IRONMAN | |
|---|---|---|---|
| Heat acclimatization | 75% | 50% | 25% |
| IF ceiling (heat-adjusted) | 0.727 | 0.704 | 0.694 |
| Ceiling reduction from base | -9.1% | -12.0% | -13.3% |
The optimizer pushed all three athletes right to their ceiling. There's no headroom. A well-acclimatised athlete gets IF 0.727. A poorly acclimatised first-timer gets 0.694. That 0.033 gap is roughly 8 watts on a 245W FTP — over five hours, that's meaningful time. And unlike fitness, you can't fake acclimatization on race morning.
The swim starts at 06:40 in 22°C air and 88% humidity. Comfortable. By the time the last athlete finishes the run, it's after 20:00 and the temperature has risen, peaked, and is only beginning to fall. The race doesn't have a temperature — it has a temperature curve, and where you sit on that curve depends entirely on how fast you are.
Race Day Temperature & Athlete Run Windows
Three athletes, three completely different thermal races.
The top AG athlete starts the run at 12:23 as temperatures push past 30°C. They run through the entire climb toward the 32.9°C peak at 16:00 and finish at 16:03 — right as conditions reach their worst. There's no relief. Every kilometre is hotter than the last.
The mid-pack athlete starts at 13:06, directly into 31.8°C. They run through the peak heat window — 13:00 to 17:00 — and finish at 17:21 with temperatures still above 31°C. Of the three athletes, this is the worst thermal slot. Fast enough to be running in full heat. Not fast enough to finish before it peaks.
The first-timer starts at 14:07, right near the temperature maximum. Because they're running for nearly six hours, they run through the peak and into the evening — but the forecast for this year offers far less relief than usual. Even after 18:00, temperatures are still hovering around 30°C. This year the evening cooldown that typically rescues slower athletes barely materialises. (We wrote about how weather compounds across the bike and run in more detail.)
There's an uncomfortable irony here. The athlete most likely to suffer heat-related problems isn't the slowest — it's the mid-pack competitive racer. The one who's fit enough to hold a solid effort but not fast enough to outrun the afternoon. In a typical year the first-timer at least gets the evening. This year, nobody gets that mercy.
Your run pace on race day is the result of a chain, and each link costs you time.
It starts with your threshold pace — what you'd hold for a hard 10k, fresh, on a flat road. But a full-distance marathon off the bike isn't a 10k. The model sets a run intensity target based on experience: an experienced racer targets 80% of threshold, knowing their body can sustain that effort after six hours of racing. An intermediate athlete targets 77%. A first-timer targets 75% — more conservative, because they don't have the neuromuscular durability to hold a higher percentage over the distance after a long bike.
That intensity dilation — from threshold to sustainable marathon effort — is the biggest single step in the chain. Then the heat stacks on top.
The Pace Chain — From Threshold to Race Pace
| Step | Top 10% AG | Mid-pack | First-time IRONMAN |
|---|---|---|---|
| Threshold pace (fresh 10k) | 3:55/km | 4:18/km | 5:45/km |
| Run intensity target | 80% | 77% | 75% |
| Fresh marathon target | 4:54/km | 5:35/km | 7:40/km |
| Heat penalty | +10 s/km | +18 s/km | +32 s/km |
| Race pace | 5:04/km | 5:53/km | 8:12/km |
| Heat cost over the marathon | +7:27 | +12:44 | +23:19 |
| Run time | 3:40 | 4:15 | 5:57 |
The first-timer's 8:12/km might look slow on paper, but it's right in the middle of typical first-time IRONMAN marathon pacing at this fitness level. Real-world data from thousands of finishers shows first-time IRONMAN marathons commonly landing between 7:45 and 9:00/km. This isn't a slow athlete having a bad day — it's what the physics predicts for a 190W rider running in 32°C heat after nearly six hours on the bike.
The heat penalty looks modest in percentage terms — 3.5% for the top AG athlete, 7.0% for the first-timer. But percentages compound over distance. Ten seconds per kilometre becomes seven and a half minutes. Thirty-two seconds per kilometre becomes twenty-three minutes.
Experience drives the gap through two independent channels. First, the run intensity target: an experienced racer runs at 80% of threshold — about 25% slower than their fresh 10k pace. A first-timer at 75% runs about 33% slower. On the first-timer's threshold of 5:45/km, that 5-percentage-point gap in intensity target alone costs 29 seconds per kilometre — the single largest differentiator between these athletes, before any weather effects. Second, heat acclimatization: the experienced athlete at 75% acclimatization sees a 3.5% heat penalty, while the first-timer at 25% sees 7.0%. Both channels compound. Neither can be fixed on race morning.
The bike is set. Your FTP isn't changing in eight days and neither is your CdA. But two things that directly affect these numbers are still within reach.
Heat acclimatization is the single highest-leverage intervention. The gap between 25% and 75% acclimatization is the difference between a 13.3% IF ceiling reduction and a 9.1% reduction — roughly 8 watts on a 245W FTP, sustained for five hours. Eight days is tight but not zero: daily sauna sessions (20–30 minutes, post-workout) or overdressing on easy training days in the next week can shift acclimatization meaningfully. It won't take you from 25% to 75%, but every point helps.
Pre-cooling extends your thermal runway. Ice vest in transition. Cold towels on the neck. Ice in your kit at aid stations. These don't change the physics of heat accumulation, but they buy you time before the thermal debt compounds. On a course with no shade and a fully exposed run, every minute of delayed overheating is a minute running at your target pace instead of above it.
And the most important thing you can do is the hardest: respect the bike. The flat course and the heat-capped IF ceiling mean your margin is thin — especially if you're in the 5–6 hour bike range. The watts that feel easy at kilometre 20 are the same watts that crack your run at kilometre 160. The optimizer found the fastest total time for each of these athletes, and none of them have headroom. Trust the plan.
These numbers come from Keiro — a physics-based race planning tool that models all three disciplines together, so your bike plan accounts for your run. This analysis uses the actual weather forecast for April 18, 2026. Fifty events researched, modelled, and ready to plan — including the full IRONMAN Texas course breakdown with historical weather and field insights from 9,069 starters.