A negative split is a pacing strategy in endurance sports, particularly distance running and triathlons, where an athlete intentionally completes the second half of a race or training segment faster than the first half, often resulting in an overall stronger finish.[1] This approach contrasts with a positive split, in which the initial portion is run quicker, leading to a slowdown later due to fatigue.[2]Physiologically, negative splits promote energy conservation by sparing glycogen stores and minimizing early lactate accumulation, which delays the onset of fatigue during prolonged efforts like marathons.[1] They also enhance thermoregulation by moderating heat production in the early stages and support cardiovascular stability, reducing heart rate drift and optimizing oxygen delivery to muscles.[1] Psychologically, starting at a controlled pace lowers perceived exertion initially, fostering confidence and better effort regulation for a powerful closing effort.[1]In elite competition, analyses of world-class marathon performances reveal that record-breaking times frequently feature even pacing or slight negative splits, underscoring the strategy's effectiveness for optimal outcomes.[1] Recent studies confirm that athletes employing negative splits achieve superior overall race times compared to those using aggressive early pacing.[1] While challenging to execute due to the discipline required to resist starting too fast, this method is widely recommended in training programs to build endurance and race-day resilience.[3]
Fundamentals
Definition
A negative split is a pacing strategy employed in endurancesports, particularly running, wherein an athlete completes the second half (or specified portion) of a race or workout faster than the first half, as measured by time over equal distances.[4] For instance, in a 10Krace, this would mean covering the final 5K in less time than the initial 5K, often by starting conservatively and accelerating progressively.[3]This approach has been a staple of endurancecoaching for many years, though it is also applicable to cycling, swimming, and multisport events like triathlons, where it can be executed within individual disciplines.[3] In swimming, for example, it involves swimming the latter portion of a distance faster than the initial portion, a technique emphasized in training since at least the early 1990s.[5]The basic mechanics involve initiating the effort at a restrained pace to preserve energy reserves and facilitate physiological warm-up, then building velocity toward a stronger finish, which can be quantified through split times such as beginning 10-20 seconds per mile slower than target race pace in running.[4] This contrasts briefly with even splits, which maintain consistent pacing throughout, or positive splits, where the latter portion slows.[3]Negative splits are typically measured using tools like GPS-enabled watches, race timing clocks, or dedicated pacing calculators that track and compare segment times, with planning often incorporating threshold pace estimates to set initial targets.[6]
Types of race splits
In endurance running, race splits typically refer to the division of the event into segments, such as halves, with pacing strategies defined by the relative speeds of these segments.[7]Even splitting is characterized by a consistent pace maintained throughout the race, resulting in minimal variance between split times, often less than 10% difference between the first and second halves.[7] For instance, a marathon runner targeting even splits might sustain a steady 7:00 per mile pace from the outset to the finish, promoting efficient energy distribution and reduced risk of late-race deceleration.[7] This approach is observed in approximately 13% of marathon studies and is favored by athletes with high aerobic capacity for its physiological stability.[7]Positive splitting, the most prevalent strategy, involves starting at a faster pace and progressively slowing in the second half due to fatigue accumulation, as documented in about 77% of analyzed marathon performances.[7] This can manifest as an early surge that depletes glycogen stores prematurely, leading to "bonking"—a severe energy crash often termed hitting the wall—particularly beyond the 20-mile mark in marathons.[8] Such pacing is common among less experienced runners or in tactical races where positioning demands an aggressive start.[7]Negative splitting positions itself as the inverse of positive splitting, with runners deliberately adopting a conservative early pace to build momentum and achieve faster times in the latter stages, thereby finishing with greater strength.[7] This strategy, seen in roughly 18% of studies, contrasts sharply with positive splits by prioritizing endurance preservation over initial speed.[7]The evolution of these pacing strategies reflects advancements in sports science and training; early 20th-century Olympic marathons, such as those in 1896 and 1908, typically featured simple even pacing due to rudimentary tactics and lack of physiological knowledge.[9] Over the subsequent decades, elite performances shifted from predominantly positive splits in the 1967–1988 era—marked by fast starts and sharp mid-race slowdowns—to more negative and even profiles in modern times (1988 onward), enabling record-breaking efficiencies through better energy management.[10]
Strategies and Techniques
Even splitting
Even splitting is a pacing strategy in distance running where athletes maintain a uniform pace throughout the race, aiming for consistent split times across segments such as miles or kilometers. This approach emphasizes steady effort levels to prevent pace drift, often monitored through heart rate zones or ratings of perceived exertion (RPE) on scales like the Borg scale, ensuring that energy expenditure remains balanced from start to finish.[11][12]To implement even splitting, runners typically rely on pre-race planning tools such as pace calculators that estimate sustainable speeds based on factors like VO2 max, recent race performances, or thresholdpace. For instance, a runner targeting a half-marathon might use such a calculator to set consistent splits at 3:30 per kilometer, adjusting for total distance and personal fitness data to create a raceplan with minimal variation—ideally within 10-15 seconds per mile.[12][13]The advantages of even splitting include predictable energy distribution, which allows for efficient resource management over the entire event and makes it particularly suitable for novice runners or those on flat, predictable courses. It has been historically favored in time trial formats, where controlled, steady efforts optimize performance without the risks of surging or fading. Research on ultramarathon events like the Ultra-Trail du Mont Blanc further supports this, showing that steadier pacing correlates with faster overall finishing times across diverse participant levels.[12][14][15]However, even splitting can be vulnerable to external disruptions, such as headwinds that increase resistance unevenly or crowd dynamics at the start that inadvertently accelerate early splits, leading to unintended positive splits later. To mitigate these, runners often incorporate race simulations in training to practice maintaining uniformity under simulated conditions.[12][11]In contrast to variable strategies like negative splits, which may suit undulating terrain by reserving energy for faster finishes, even splitting provides a foundational, low-variance method for consistent execution on straightforward routes.[11]
Positive splitting
Positive splitting, also known as positive pacing, is a running strategy characterized by front-loading effort, where the initial segments of a race are completed at a faster pace than the later ones, resulting in deceleration over time. For instance, in a marathon, a runner might cover the first 10 km at an average pace of 4:00 per km before slowing to 4:30 per km for the final 10 km due to accumulating fatigue. This approach contrasts with the negative split strategy, which involves maintaining or increasing speed in the latter stages.[16][17]This pacing pattern often arises unintentionally from factors such as adrenaline-fueled surges at the start, competitive pressures to gain early position, or misjudged pacing, particularly among novice runners or on courses with downhill or crowded initial sections. It is prevalent in longer endurance events, with studies indicating that positive pacing occurs in approximately 77% of marathon analyses, influenced by variables like athlete experience, age, and gender.[16][17]Positive splits are identified through post-race analysis of segmented time data, such as 5 km intervals, where increasing lap or split times reveal a progressive slowdown relative to the mean race pace. For example, relative pace can be quantified as the percentage deviation from the overall average (e.g., a +10% faster start indicates elevated early speed), often sourced from official race results. This deceleration typically imposes a performance penalty, with fast starts adding up to 37 minutes to marathon finish times when deviating 10% above meanpace, representing approximately 16% overall time loss in long-distance races due to heightened energy expenditure and fatigue.[17][16]While generally considered suboptimal for optimal performance, positive splitting has rare intentional applications in tactical scenarios, such as short sprints or middle-distance events like the 800 m, where runners accelerate early to secure positioning before fading slightly to conserve for a final push. In these contexts, it allows for rapid initial positioning without full commitment to even pacing throughout.[18]
Sit and kick
The sit and kick is a tactical pacing strategy in distance running characterized by a conservative early pace that allows the athlete to "sit" within the leading pack, conserving energy through drafting and reduced effort, followed by a powerful "kick" or surge in the final 10-20% of the race distance.[19][20] For instance, in a 5K race, this might involve holding position during the initial 4K before accelerating decisively over the last kilometer to overtake competitors.[21] This approach aligns closely with negative splitting principles but emphasizes competitive positioning over strict time-based splits.This strategy is ideally applied in track and road races featuring group dynamics, such as middle-distance events from 1500m to 10K, where pack running provides aerodynamic benefits and opportunities for tactical maneuvering.[19][21] Unlike a pure negative split focused solely on faster second-half times, sit and kick prioritizes staying in contention to exploit rivals' fatigue, making it effective in championship settings where surges are common in slower-paced races.[20] In elite 10K competitions, for example, runners often use this tactic to remain sheltered early, monitoring group pace before launching a late break around 2-3K from the finish.Effective planning for sit and kick requires vigilant monitoring of competitors' efforts to anticipate surges, precise positioning to avoid being boxed in, and strategic timing of the kick—typically 200-300m out on the track—to maximize passing opportunities while minimizing energy expenditure.[19][20] Athletes must build confidence in their finishing speed through targeted training, ensuring they can sustain a high-intensity effort under fatigue without overcommitting early.[21]For longer distances like half-marathons, a common variation extends the kick into a sustained effort, sometimes termed "sit, kick, and hold," where the initial conservation phase covers more of the race, followed by a prolonged acceleration that runners maintain to the line rather than a short sprint.[19] This adaptation suits road races with variable terrain, allowing energy preservation for a decisive move in the final 5-10K.[21]
Benefits and Physiology
Physiological advantages
Negative split pacing, where the second half of an endurance race is completed faster than the first, offers several physiological advantages that enhance overall performance by optimizing energy use and delaying fatigue onset. By starting at a more conservative pace, runners reduce the early reliance on anaerobicmetabolism, which helps preserve limited glycogen stores in the muscles and liver for the demanding later stages of the race.[22] This glycogen-sparing effect promotes greater fat oxidation early on, minimizing the risk of "hitting the wall" associated with carbohydrate depletion.[22]A key benefit is the delay in lactate accumulation and hydrogen ion buildup, which occur when the body shifts heavily to anaerobic energy production. Slower initial pacing keeps blood lactate levels lower for longer, reducing acidosis-related fatigue and allowing for more efficient oxygen delivery to working muscles throughout the event.[22] Additionally, this strategy improves muscle efficiency by enabling better oxygen utilization, particularly in slow-twitch fibers, while sparing fast-twitch fibers from premature recruitment and subsequent fatigue.Thermoregulation is another critical advantage, as a restrained start generates less metabolic heat, helping to maintain core body temperature and prevent overheating during extended efforts in warm conditions. This approach also mitigates cardiovascular drift—the progressive rise in heart rate at a constant workload—by limiting early cardiovascular strain, thereby sustaining stroke volume and cardiac output more effectively. Studies, including analyses of marathon data, indicate that negative splits can result in reduced heart rate drift compared to even or positive pacing, contributing to improved VO2 kinetics and overall endurance capacity.[22] For instance, a 2025 review in Frontiers in Physiology synthesized evidence from prior works, showing that negative split strategies lead to superior race times and reduced physiological disruption in events like marathons.[22]
Psychological advantages
Negative splitting in endurance running fosters confidence by enabling athletes to feel progressively stronger toward the race's end, which reinforces trust in their pacing abilities and diminishes the sense of effort as they overtake competitors, often triggering an endorphin rush that elevates morale.[1] This psychological reinforcement stems from the strategy's alignment with a controlled start, allowing runners to experience a sense of mastery when accelerating later without early depletion.[1]The approach sustains motivation by preventing premature burnout, creating positive feedback loops where incremental successes in maintaining pace build self-efficacy throughout the event.[1] Research on pacing strategies highlights how such even-to-faster progression enhances runners' belief in their capacity to endure, reducing the psychological strain associated with fading performance. For instance, studies indicate that conservative early pacing correlates with heightened self-efficacy, as athletes perceive greater control over their effort distribution.[1]In terms of race tactics, negative splitting proves particularly feasible for solo runners or those drafting in groups, sharpening focus by minimizing distractions from erratic pacing and lowering overall mental fatigue, especially in longer events like marathons.[1] This tactical edge arises from the reduced cognitive load of effort regulation, allowing sustained attention on form and surroundings without the drain of constant speed adjustments. Marathon analyses show that this results in notably less mental exhaustion in the final stages compared to aggressive starts.[1]Over the long term, adopting negative splits in training cultivates disciplined habits that bolster overall psychological resilience, as runners learn to prioritize patience and strategic restraint, translating to improved mental fortitude across various challenges.[1] This discipline, supported by psychological techniques like goal setting and self-talk integrated into pacing practice, enhances an athlete's ability to handle adversity beyond racing.[1] Such effects tie briefly to the physiological energy conservation that underpins the mental gains, amplifying the perceived sustainability of effort.[1]
Challenges and Considerations
Potential disadvantages
One significant drawback of employing a negative split strategy is the risk of under-pacing during the early stages of a race, which can cause runners to fall behind the leaders and forfeit advantageous positions, especially in highly competitive environments. This conservative approach may position athletes too far back in the pack, making it difficult to close gaps later even with an intended surge, as overtaking multiple competitors requires substantial energy and precise execution.[23][24]Another limitation involves potential energy misallocation, where excessive conservation in the first half leaves runners with inadequate reserves for the planned acceleration, particularly if pacing is misjudged based on training or conditions. This can result in a failure to achieve the desired finish, as athletes may discover they have "left too much in the tank" without the capacity to fully capitalize on their strategy.[25][26]External factors further complicate negative splitting, as elements like wind, terrain variations such as hills, or crowdinterference can hinder the transition to a faster pace in the latter portion of the race. These disruptions may force adjustments that undermine the overall plan, leading to inconsistent performance.[23]Negative splitting also proves less suitable for certain runners and race formats, such as beginners who lack the experience to gauge conservative starts accurately, or short-distance events under 5K where even or positive splits align better with the brief duration and high-intensity demands. In these scenarios, the strategy's reliance on building momentum may not yield advantages, contrasting with even splitting's greater predictability across varied conditions. A 2024 systematic review found that negative pacing strategies were reported in approximately 18% of studies on marathon performances, compared to 77% for positive pacing, underscoring their limited applicability.[25][7][27]
When to apply negative splits
Negative splits are particularly effective for middle- and long-distance road races ranging from 5K to marathon distances, where runners can maintain control over their effort on flat or gently rolling courses.[28][12] This strategy suits solo time trials or races with drafting packs, allowing athletes to gradually increase speed without the pressure of immediate surges from competitors.[29] In shorter events like 5K and 10K, a mild negative split—accelerating in the final third—helps warm up the body and build momentum for a strong finish, while in marathons, it optimizes energy distribution across the full distance.[30][31]This pacing approach is best suited for experienced runners who possess a robust aerobic base, enabling them to sustain conservative early efforts and ramp up later without early fatigue.[12] Novice or less-conditioned athletes may struggle to execute it due to insufficient endurance, risking burnout if they push too hard midway.[29] It should be avoided in adverse conditions such as high heat or humidity, where even pacing is safer to manage rising core temperatures and dehydration, or at high altitudes, where oxygen scarcity demands consistent effort to prevent excessive drift.[12][32]Tactically, negative splits excel in time-trial formats focused on personal bests, as they conserve glycogen and allow for a powerful kick in the closing stages.[33] In championship races, runners must adapt the strategy to group dynamics, such as staying with the lead pack early before breaking away, to balance positioning with energy preservation.[34] This method provides a psychological edge by fostering confidence through controlled progression, though it requires precise monitoring to avoid under-pacing initially.[1]
Training and Preparation
Key workouts
Key workouts for negative splits focus on structured sessions that teach runners to gradually increase pace, building the pacing discipline needed for race-day execution. These exercises emphasize starting conservatively and accelerating, which helps develop both physical endurance and mental resilience for the faster second half.[29][35]Progression runs are foundational, involving long runs that begin at an easy, conversational pace—often 20% slower than goal race pace—and build to marathon or target pace in the final third. For example, a typical session might include a 5–10 minute warm-up, followed by progressive segments such as 5 minutes each at marathon pace, half-marathon pace, 10K pace, and 5K pace, ending with a cool-down; this structure simulates the energy conservation required for negative splitting by training the body to shift gears without early fatigue.[35][31] Another variation starts with the first mile 2 minutes slower than goal pace, the second 1 minute slower, and the third at goal pace, reinforcing steady acceleration over distance.[29]Interval sessions further hone this skill by incorporating escalating efforts that mimic a race's build-up. The cited source describes repeats such as 8–10 x 400m or 4–6 x 800m, aiming to get faster with each interval after a warm-up, with recovery jogs between; this progression trains runners to maintain composure early while pushing harder later, directly translating to negative split execution.[35] Alternatively, a negative split ladder after a warm-up could involve 5-minute intervals at 10K pace, decreasing to 4, 3, 2, and 1 minute while speeding up by 4–6 seconds per interval to end at 5K pace, with 2-minute easy recoveries; this builds the ability to accelerate repeatedly without burnout.[29]Tempo variations adapt threshold-paced runs to negative splits by starting at a steady effort and finishing stronger. For instance, a session might cover 5 miles at lactate threshold pace, with the last 2 miles run faster than the initial segments, teaching runners to tap into reserves while sustaining high output.[31] Fast-finish elements, like easy pace for most of a tempo run followed by a hard closing mile, complement this by emphasizing the "strong close" in controlled efforts.[29]To integrate these effectively, runners should incorporate 1–2 such workouts per week during build phases of training, gradually increasing volume or intensity to match race goals. Tracking splits with GPS watches or apps allows for real-time paceanalysis, enabling adjustments to ensure the second half consistently outpaces the first and fostering progressive mastery over time.[31][35]
Physiological adaptations
Training with a focus on building capacity for negative splits induces key aerobic adaptations in the skeletal muscle of endurance athletes. Endurance training enhances mitochondrial density, increasing the organelle's volume within muscle fibers by approximately 20-30% in untrained individuals after consistent aerobic work, which improves ATP production and sustains energy supply during prolonged efforts.[36] Concurrently, capillary growth, or angiogenesis, occurs, raising capillary-to-fiber ratios by 10-20% within weeks of training onset, facilitating greater oxygen delivery to muscles in the later stages of races.[37] These changes collectively support the improved oxygen utilization needed to accelerate pacing without early fatigue.Lactate threshold (LT), the intensity at which blood lactate begins to accumulate rapidly, shifts upward with targeted thresholdtraining, allowing runners to maintain faster paces in the second half of a race before reaching acidosis. Studies show LT can improve by approximately 10% following structured endurance programs, enabling sustained higher intensities with less lactate buildup.[38] For instance, over 6-12 weeks of progressive aerobic and threshold sessions, runners exhibit elevated LT speeds, correlating with reduced perceived exertion at race paces.[39]Regarding recovery, gradual intensity progressions in split-focused training minimize delayed-onset muscle soreness (DOMS) compared to abrupt high-effort sessions. Recent research on pacing strategies in endurance events reinforces the benefits of progressive efforts by avoiding excessive metabolic stress early in sessions.[7]
Notable Examples
Kenenisa Bekele
Kenenisa Bekele is an Ethiopian long-distance runner celebrated for his dominance in track events, where he held world records in the 5,000 m and 10,000 m from 2004 to 2020, and for transitioning successfully to marathons with precise, controlled pacing that often featured negative splits. His approach emphasized endurance built from years of high-altitude training in Ethiopia's Bekoji region, enabling him to maintain efficiency over 42.195 km while minimizing early fatigue.In the 2019 BMW Berlin Marathon, Bekele delivered one of the most remarkable performances in the event's history, clocking 2:01:41—the second-fastest marathon time ever—winning by 1 minute and 7 seconds over Birhanu Legese. He executed a clear negative split, passing the halfway mark in 1:01:05 before surging through the second half in 1:00:36, overcoming a mid-race deficit of 13 seconds to compatriots Birhanu Legese and Sisay Lemma.[40] This strategy highlighted his ability to conserve energy early and unleash speed later, closing the final 10 km in approximately 28:32.[41]Bekele employed a similar controlled pacing in the 2016 BMW Berlin Marathon, where he won in 2:03:03—the third-fastest time at the time—after starting mid-pack and gradually building momentum to overtake Wilson Kipsang in the closing stages. His technique typically involved a conservative opening to avoid the lead pack's aggressive tempo, followed by acceleration beyond the 30 km point, allowing him to capitalize on fresher legs for the finish. This high-altitude-influenced method, rooted in Ethiopia's rigorous training regimens, enabled Bekele to negative split effectively when conditions aligned.[42]Bekele's marathon races have established a gold standard for elite negative splitting, inspiring runners to prioritize even effort distribution for optimal late-race performance and influencing modern pacing models in the event.[43]
Steve Prefontaine
Steve Prefontaine, a prominent U.S. track and field athlete and University of Oregon standout, emerged as a transformative figure in Americandistance running during the 1970s by championing an aggressive yet calculated pacing philosophy that emphasized endurance and tactical surges.[44] Trained under legendary coach Bill Bowerman, he secured seven NCAA titles across cross country and track events from 1970 to 1973, remaining undefeated in collegiate races longer than a mile and setting multiple meet and collegiate records in the process.[45] His charismatic presence and relentless drive not only elevated the sport's popularity in the U.S. but also shifted perceptions from conservative racing to bold, strategic efforts.Prefontaine exemplified negative splitting in key competitions, notably during the 1972 Summer Olympics in Munich, where he conserved energy in the 5,000m heats before accelerating in the final by trailing early through the first two miles at a measured pace of approximately 8:58, then surging with three laps remaining at a blistering 63-second per lap clip to challenge for a medal, ultimately placing fourth in 13:28.4.[46] In the 1975 NCAA Preparation meet at Hayward Field—his final race—Prefontaine unleashed a decisive late surge past Olympic marathon champion Frank Shorter with four laps to go, securing victory in 13:23.8, the second-fastest 5,000m time in American history at that point and underscoring his tactical prowess against elite international competition.[47]His distinctive technique blended front-running dominance—often leading from the gun in NCAA events—with a building intensity for extended distances, allowing him to dictate race tempo while reserving a potent kick for the latter stages, a method honed through rigorous interval and hill training under Bowerman's guidance.[48] This evolution from outright aggression to nuanced negative splitting influenced broader coaching paradigms, as Prefontaine's successes demonstrated the viability of dynamic pacing over traditional even or positive efforts in American programs.Prefontaine's legacy endures as a catalyst for strategic innovation in U.S. distance running, motivating generations of athletes to embrace negative splits as a hallmark of competitive edge, moving away from risk-averse tactics toward empowered, race-defining surges that mirrored his unyielding spirit.[44]
Wilson Kipsang
Wilson Kipsang Kiprotich, a prominent Kenyan marathoner born in 1982, emerged as one of the sport's elite performers in the 2010s, specializing in sub-2:05 races and securing multiple victories in major marathons.[49] He won the Berlin Marathon three times—in 2011 (2:03:42), 2013 (2:03:23), and 2016 (2:03:13)—establishing himself as a course specialist on the fast, flat layout conducive to record attempts.[50] Kipsang's career highlights include Olympic bronze in the marathon at London 2012 and five major marathon wins, underscoring his transition from track to road racing dominance.[49]Kipsang demonstrated controlled pacing in the 2013 Berlin Marathon, where he shattered the world record with 2:03:23 after passing the halfway mark in 1:01:32 and closing the second half in 1:01:51 for slightly positive splits on a windy day. He employed tactical drafting behind pacemakers in the early kilometers to conserve energy, then unleashed a series of surges—particularly between 30 and 35 kilometers—to drop competitors and maintain momentum.[51][52]He replicated elements of progressive pacing with a pronounced negative split at the 2014 London Marathon, winning in a course-record 2:04:29 by running the first half in 1:02:30 and accelerating to cover the second in 1:01:59.[53] Starting conservatively amid a stacked field, Kipsang surged decisively around 25 kilometers, pulling away from rivals like Emmanuel Mutai through superior late-race endurance honed by high-altitude training in Iten, Kenya.[53] This physiological edge, developed in the oxygen-scarce Rift Valley environment, enabled his characteristic acceleration while drafting efficiently in the pack during the opening stages.[54]Kipsang's achievements, including his brief world record tenure from 2013 to 2014, illustrated the effectiveness of negative or balanced splits in the sub-2:04 era, influencing tactical approaches among elite marathoners by proving that controlled early pacing could yield record-breaking finishes without burnout.[52]
Galen Rupp
Galen Rupp, an American distance runner born in 1986, rose to prominence under the coaching of Alberto Salazar within the Nike Oregon Project, a program emphasizing scientific training methodologies. A University of Oregon alum, Rupp initially dominated track events, securing silver medals in the 10,000 meters at the 2012 London Olympics and contributing to team golds in the 2014 and 2016 World Indoor Championships. His transition to marathons began in 2017, aligning with a broader shift from track speed to road endurance, where he leveraged his aerobic base to compete at the elite level.[55]In key races, Rupp demonstrated negative splitting across distances. At the 2016 Rio Olympics 10,000 meters, he adopted a tactical approach in a slow early pace (first 5,000 meters in 13:53.9), positioning for a late surge; his second half quickened to 13:15.0, enabling a strong kick attempt that secured fifth place in 27:08.87 despite the competitive field. His marathon debut at the 2017 Boston Marathon saw him finish second in 2:09:58 on the demanding, hilly course, maintaining composure amid variable weather to stay with leaders through the Newton Hills. Later that year, Rupp won the 2017 Chicago Marathon in 2:09:20 via a pronounced negative split, running conservatively early before accelerating—covering the final 10 kilometers in 29:14 and miles 22–26 at 4:39 to 4:30 pace—to claim victory as the first American-born male winner in 35 years.[56]Rupp's technique relied on data-driven pacing honed through the Nike Oregon Project's use of advanced monitoring tools, including physiological testing and GPS analytics, to simulate race conditions. Training sessions often progressed from even splits to negative efforts, building endurance for late-race acceleration while minimizing early fatigue. This methodical approach, supported by Nike's innovative footwear like early Vaporfly prototypes, allowed precise energy management.[57]Rupp's integration of negative splits bridged U.S. track traditions—focused on explosive finishes—with contemporary road strategies that prioritize sustained second-half surges for efficiency and speed. His achievements, including multiple top finishes in majors, popularized this hybrid style among American runners, enhancing national competitiveness in marathons by combining track velocity with strategic pacing.[56]