Evidence-based, not opinion-based

Fat loss: what the published research actually shows

Every method here — dieting styles, fasting, meal timing, training — is backed by the randomised trial or meta-analysis that tested it, with the sample size and study design shown alongside the result. No single "best" diet; the evidence points somewhere more useful than that.

All six categories are live: Dietary Approaches, Metabolic Health, Cardio, Strength Training, Combining Diet & Exercise, Meal Timing, and Sleep & Stress.

Tell us about your situation

This isn't a quiz with a score — it's context that shapes which parts of the evidence below are actually relevant to you. Answer as much or as little as you like.

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Your starting point

Rough numbers, not a prescription

Fill in your stats above to see an estimated maintenance calorie level and a sensible deficit range.

Why metabolic health is the real target

Losing fat is the visible outcome. The lever behind it — the one that also affects your energy, your disease risk, and how hard the weight is to keep off — is insulin sensitivity. This is the mechanism worth understanding, not just the diet name.

The mechanism, in plain terms
Li, Chi, Wang, Setrerrahmane, Xie & Xu, Signal Transduction and Targeted Therapy, 2022 Narrative review

Insulin's job is to move glucose out of your blood and into your cells. When cells stop responding well to insulin — usually driven by carrying excess body fat, especially around the organs — the pancreas compensates by pumping out more of it. This review lays out how that chain of events (insulin resistance) is directly implicated in obesity, type 2 diabetes, fatty liver disease, cardiovascular disease, and polycystic ovary syndrome — not as five separate problems, but as different downstream expressions of the same upstream issue.

Ketogenic intervention in early type 2 diabetes — Walton, Perry, Hart, Berry & Bikman, Journal of Diabetes Research, 2019
Uncontrolled case series n = 11 90 days

Eleven women recently diagnosed with type 2 diabetes (HbA1c 8.9% at baseline) followed a ketogenic diet (under 30g carbs/day) for 90 days. Average weight loss was 9kg, HbA1c fell to 5.6% — below the diagnostic threshold for diabetes in 9 of the 11 women — and triglycerides roughly halved while HDL rose. This is a small, uncontrolled case series (no comparison group, self-selected volunteers), so it can't isolate how much of the effect was the carbohydrate restriction itself versus the weight loss it produced — but the effect sizes are large enough to be a genuinely useful data point.

This study came out of Benjamin Bikman's lab at Brigham Young University — he's a metabolic scientist whose research career has focused on insulin resistance and how chronically elevated insulin drives fat storage and disease risk. He's also a prominent public communicator on this topic (books, podcasts), so it's worth reading his popular claims alongside — not instead of — the primary research, since public-facing summaries tend to state things more confidently than the underlying papers do.

WHY THIS MATTERS BEYOND THE SCALE

Because insulin resistance sits upstream of so many conditions, improving it tends to pay off in more places than just body weight: steadier energy through the day, better blood pressure and triglycerides, lower type 2 diabetes risk, and — for women with PCOS specifically — improvements in cycle regularity and androgen-related symptoms, since insulin resistance is a core driver there too. This is also why the "which diet" question matters less than the pattern underneath most of the effective approaches above: reducing refined carbohydrate and processed food, eating enough protein, moving regularly (particularly resistance training, covered in the next category), and sleeping enough — all of which independently improve insulin sensitivity.

If you have (or suspect) insulin resistance, prediabetes, or PCOS, a fasting insulin or HOMA-IR blood test from your GP is a more direct way to track this than weight alone — and worth discussing before making major dietary changes.

Dietary approaches

Tap a card to see the mechanism, the actual studies, and where the evidence is genuinely strong versus thin. Evidence strength badges reflect how much high-quality randomised-trial data exists for fat loss specifically — not whether a diet "works" in principle.

Standard calorie-restricted diet

Any macronutrient mix, eaten in a consistent deficit

Strong evidence

WHAT IT IS

Any structured eating pattern — low-fat, moderate-carb, whatever suits the person — held at roughly 15–25% below maintenance calories. This is the baseline every other "diet" is really being compared against.

THE EVIDENCE

DIETFITS trial — Gardner et al., 2018, JAMA
RCT n = 609 12 months

Adults with BMI 28–40 randomised to a healthy low-fat or healthy low-carb diet, both coached toward whole-food quality rather than a specific macro target. Average loss was 5.3 kg (low-fat) vs 6.0 kg (low-carb) — not a statistically significant difference. Pre-trial genotype and insulin-secretion patterns did not predict who did better on which diet.

Hooper et al., 2012 — Cochrane systematic review
Meta-analysis n = 73,589 6 months–7.5 years

Reducing total fat intake produced about 1.6 kg more weight loss than usual eating patterns across dozens of pooled trials — a real but modest effect, consistent with "any consistent deficit works."

PRACTICAL TAKEAWAY

The single biggest predictor of outcome in these trials isn't the macronutrient split — it's whether the person could stick to it for 12 months. Choose the version of "eat less" you can actually sustain, and build the rest of your approach around that.

Low-carb & ketogenic diets

Under ~130g carbs/day (low-carb) or under 50g/day (ketogenic)

Strong evidence

WHAT IT IS

Ketogenic diets restrict carbohydrate to roughly 50g/day or less (about 10% of energy), shifting the body toward fat oxidation and ketone production. "Low-carb" is a looser version of the same idea.

THE EVIDENCE

Bueno et al., 2013 — British Journal of Nutrition, meta-analysis
13 RCTs pooled n = 1,415 ≥12 months

Very-low-carb ketogenic diets produced 0.91 kg more weight loss than low-fat diets over a year or more (95% CI −1.65 to −0.17 kg) — statistically real, but small. Triglycerides and diastolic blood pressure also improved slightly more; LDL cholesterol rose more on keto. When the analysis was limited to trials running 24 months, most differences stopped being significant.

Ge et al., 2020 — BMJ, network meta-analysis
121 RCTs pooled n = 21,942 6 & 12 months

Across 14 named diets, low-carb and low-fat approaches produced almost identical weight loss at 6 months (4.63 kg vs 4.37 kg vs usual diet). By 12 months, the weight-loss advantage of every diet pattern — low-carb included — had largely faded.

PRACTICAL TAKEAWAY

Ketogenic diets can work well for people who find fewer, more satiating meals easier to stick to, and the appetite-suppressing effect of ketosis is real for many. The weight-loss edge over other approaches is small and shrinks over time, so this is a "pick it because it suits your lifestyle," not "pick it because it's metabolically superior."

LDL cholesterol tends to rise on ketogenic diets — worth monitoring with a blood test if you have existing cardiovascular risk factors.

High-protein diet

~27–35% of calories from protein, rest flexible

Strong evidence

WHAT IT IS

Keeps fat and calorie targets the same as a standard diet but raises protein's share of intake, usually by trading it against carbohydrate.

THE EVIDENCE

Wycherley et al., 2012 — American Journal of Clinical Nutrition, meta-analysis
RCTs pooled n = 1,063 >12 weeks

Energy-matched high-protein diets produced 0.79 kg more weight loss than standard-protein diets (95% CI −1.5 to −0.08 kg), plus greater fat-mass loss and better preservation of lean mass and resting energy expenditure — the last two being the more clinically meaningful findings.

PRACTICAL TAKEAWAY

The extra weight-loss effect is small on its own, but the lean-mass-sparing effect is one of the more consistent findings in this literature — especially valuable when combined with resistance training (see the Strength Training category). A reasonable target is roughly 1.6–2.2g of protein per kg of body weight per day during a fat-loss phase.

Intermittent fasting & alternate-day fasting

Eating windows or alternating fast/feast days rather than daily restriction

Moderate evidence

WHAT IT IS

Restricting eating to a window (e.g. 16:8 time-restricted eating) or alternating very-low-calorie "fast" days with normal or higher-calorie "feast" days, rather than a steady daily deficit.

THE EVIDENCE

Trepanowski et al., 2017 — JAMA Internal Medicine, RCT
RCT n = 100 12 months

Obese adults were randomised to alternate-day fasting (25% of energy needs on fast days, 125% on feast days), daily calorie restriction (75% of energy needs every day), or no intervention. Weight loss was statistically the same between alternate-day fasting and daily restriction at both 6 months (−6.8% vs −6.8%) and 12 months (−6.0% vs −5.3%). The fasting group had the highest dropout rate (38%, vs 29% for daily restriction) and tended to eat more than prescribed on fast days and less on feast days — in effect drifting toward ordinary calorie restriction anyway.

PRACTICAL TAKEAWAY

Fasting protocols are a scheduling strategy, not a separate fat-loss mechanism — the controlled trial evidence shows no metabolic advantage over an equivalent daily deficit, and adherence was actually harder for participants in this trial. It's worth using if compressing your eating window naturally reduces how much you eat; it's not worth adopting for a claimed metabolic edge.

Carnivore diet

Animal foods only — no plant foods, no fibre, no carbohydrate

Weak evidence

WHAT IT IS

An extreme elimination diet restricted to meat, fish, eggs and sometimes dairy, excluding all plant foods.

THE EVIDENCE

Lennerz et al., 2021 — Current Developments in Nutrition
Self-reported survey (no control group) n = 2,029 Median 14 months on diet

A social-media survey of self-selected carnivore dieters — not a controlled trial. 95% reported improved overall health and satisfaction was high, but the study has no comparison group, relies entirely on self-report, and is subject to substantial selection and recall bias (people willing to fill out a survey praising their diet are not representative). LDL cholesterol was notably elevated in respondents who reported it.

PRACTICAL TAKEAWAY

There are currently no randomised controlled trials of the carnivore diet for fat loss. Any weight loss reported is almost certainly driven by the same mechanisms as other high-protein, low-carb approaches (satiety, elimination of energy-dense processed foods, spontaneous calorie reduction) rather than anything unique to excluding all plants. This is the thinnest evidence base of any approach on this list.

No long-term safety data exists. The complete absence of fibre and the LDL elevation seen in survey data are worth discussing with a doctor before attempting this long-term.

Popular named diets, head-to-head

Atkins, Zone, DASH, Mediterranean and 10 others, directly compared

Strong evidence

WHAT IT IS

Rather than testing one diet against a generic control, this review pooled every trial that compared named commercial or clinical diets against each other or against usual eating.

THE EVIDENCE

Ge et al., 2020 — BMJ, systematic review & network meta-analysis
121 RCTs pooled n = 21,942 6 & 12 months

At 6 months, the diets with the largest weight-loss effect versus usual eating were Atkins (−5.5 kg), Zone (−4.1 kg) and DASH (−3.6 kg), all moderate-certainty evidence. By 12 months, weight-loss benefits diminished substantially across essentially every named diet, and cardiovascular risk-factor improvements largely disappeared too — with one exception: the Mediterranean diet retained its cardiovascular benefits at 12 months.

PRACTICAL TAKEAWAY

This is the closest thing to a definitive answer on "which diet is best": short-term results vary by a few kilograms between approaches, but almost none of that difference survives to 12 months except the Mediterranean diet's cardiovascular (not weight) benefits. The name on the diet matters far less than whether you're still doing it in a year.

Cardio

The headline finding across this research: intensity matters less than total energy expended and whether you'll actually keep doing it. The differences between methods are real but small.

HIIT vs steady-state cardio

Short, hard intervals vs sustained moderate-intensity effort

Moderate evidence

WHAT IT IS

High-intensity interval training (HIIT) alternates short bursts of hard effort with recovery periods; moderate-intensity continuous training (MICT/steady-state) holds one sustainable pace for the whole session.

THE EVIDENCE

Viana et al., 2019 — British Journal of Sports Medicine, meta-analysis
36 studies pooled 41 studies reviewed Studies ≥4 weeks

Both HIIT and steady-state training produced significant reductions in body fat percentage, with no significant difference between them (HIIT −1.50% vs MICT −1.44%). For absolute fat mass, HIIT edged ahead by roughly 2.3kg on average — driven mainly by sprint-style interval protocols specifically. Worth knowing: other researchers publicly raised data-extraction concerns about some of the pooled studies in this review shortly after publication, so treat the absolute-fat-mass advantage as suggestive rather than settled.

PRACTICAL TAKEAWAY

Both approaches work. HIIT is more time-efficient per session but harder to recover from and easier to under-recover into; steady-state is easier to sustain for longer weekly volume. Pick based on which one you'll actually complete week after week — that predicts the outcome more than the protocol does.

Fasted vs fed cardio

Training on an empty stomach to "burn more fat" — does it actually?

Moderate evidence

WHAT IT IS

The theory: exercising after an overnight fast, with low circulating insulin, shifts the body toward burning more stored fat during the session.

THE EVIDENCE

Schoenfeld, Aragon, Wilborn, Krieger & Sonmez, 2014 — Journal of the International Society of Sports Nutrition, RCT
RCT n = 20 4 weeks

Young women on a calorie-restricted diet were randomised to fasted or fed steady-state cardio, matched for exercise volume. Fat mass and lean mass changes were statistically the same between groups. What burns preferentially during a single session doesn't change how much fat is lost once you account for total daily calorie balance.

PRACTICAL TAKEAWAY

Fasted cardio isn't harmful and isn't magic — pick whichever fits your schedule and doesn't make you feel light-headed or under-fuelled for the session. This applies to cardio specifically; resistance training fasted has a separate, more consistent performance downside (see Strength Training).

Strength training

Resistance training doesn't burn as many calories per session as cardio, but it changes what the weight you lose is made of — and that's the part that actually determines how you look and how your metabolism holds up afterward.

Resistance training vs cardio for body composition

Same time commitment, very different effect on what you lose

Strong evidence

WHAT IT IS

Structured resistance training (machines/free weights, progressive load) compared directly against aerobic training and a combination of both.

THE EVIDENCE

Willis et al., 2012 — STRRIDE AT/RT, Journal of Applied Physiology, RCT
RCT n = 119 8 months

Sedentary overweight/obese adults were randomised to aerobic training (AT), resistance training (RT), or both combined (AT/RT). AT and AT/RT reduced total body mass and fat mass significantly more than RT alone. But RT and AT/RT increased lean body mass significantly more than AT alone — resistance training was the variable that determined whether the weight lost (or gained on top of fat loss) was muscle.

PRACTICAL TAKEAWAY

Cardio alone is more time-efficient for pure scale weight loss. But without a resistance training stimulus, a meaningful share of what you lose in any deficit is muscle, not fat — and that's what makes weight regain come back almost entirely as fat afterward. If you only have time for one type of training during a cut, the evidence doesn't clearly favour dropping resistance training over cardio.

Pair resistance training with adequate protein (see the High-Protein Diet card above) — the muscle-preservation effect is substantially stronger when both are in place together than either alone.

Combining diet and exercise

More isn't automatically better — how you combine cardio and strength training changes what you get out of each.

Is combining cardio + strength worth double the time?

What the STRRIDE trial found when people did both

Strong evidence

THE EVIDENCE

Willis et al., 2012 — STRRIDE AT/RT, Journal of Applied Physiology, RCT
RCT n = 119 8 months

The combined AT/RT group did not lose significantly more fat mass or total body mass than the aerobic-only group, despite roughly double the weekly time commitment. Its advantage was entirely in lean mass preservation, matching the resistance-only group on that front while also getting the fat-loss benefit of cardio.

PRACTICAL TAKEAWAY

If time is unlimited, combining both is the best body-composition outcome on the table. If time is genuinely limited, doing cardio alone loses fat just as effectively — the tradeoff is purely about how much muscle comes along for the ride, not how much fat comes off.

The "interference effect" — does cardio blunt strength gains?

When and why combining the two can work against your lifting progress

Moderate evidence

WHAT IT IS

"Concurrent training" is doing endurance and resistance training in the same program. The concern is that endurance work can blunt the strength/muscle-building adaptations from resistance training through competing signalling pathways and accumulated fatigue.

THE EVIDENCE

Wilson et al., 2012 — Journal of Strength and Conditioning Research, meta-analysis
21 studies, 422 effect sizes Varied

The interference effect on strength, power and hypertrophy was real but conditional — it scaled with how frequent and how long the endurance sessions were, not with concurrent training itself. Running interfered more than cycling. Shorter, less frequent cardio sessions produced minimal interference with lifting progress.

PRACTICAL TAKEAWAY

You don't have to choose one or the other. Keep cardio sessions reasonably short, favour lower-impact modes (cycling, incline walking) over running if strength is the priority, and where possible separate hard cardio and lifting sessions by a few hours or different days.

Meal & nutrient timing

This is the category with the most popular mythology and the least supporting evidence relative to total daily intake.

Protein timing around workouts

Does the "anabolic window" right after training actually matter?

Moderate evidence

THE EVIDENCE

Schoenfeld, Aragon & Krieger, 2013 — Journal of the International Society of Sports Nutrition, meta-regression
20–23 RCTs pooled ~500 subjects Varied

A simple pooled comparison showed a small hypertrophy benefit from consuming protein close to a workout — but once the analysis controlled for total daily protein intake, that benefit disappeared. Total protein intake across the day was the strongest predictor of muscle growth, not the timing of any single dose. (A later critique noted that most of the pooled trials weren't well-designed to isolate timing in the first place, which is a fair caveat on how much weight to put on either conclusion.)

PRACTICAL TAKEAWAY

Hitting your total daily protein target (roughly 1.6–2.2g/kg during a fat-loss phase — see the High-Protein Diet card) matters far more than eating it in any particular window. A protein shake within 30 minutes of training isn't wasted, but it's also not required.

Training fasted vs fed — does it change fat loss?

Covers both cardio and resistance training

Moderate evidence

Covered in full under Cardio → "Fasted vs fed cardio": a controlled trial found no difference in fat or lean mass outcomes between fasted and fed steady-state cardio when total intake was matched. For resistance training specifically, fasted lifting hasn't shown a body-composition disadvantage either, but eating beforehand does appear to support better strength performance during the session itself — worth knowing if you're chasing progressive overload as well as fat loss.

PRACTICAL TAKEAWAY

Neither state is "better" for fat loss specifically. If you're lifting for strength or muscle gain alongside fat loss, eating something beforehand tends to support better session quality; if it's a cardio-only session, do whichever fits your day.

Sleep & stress

Of everything covered in this tool, this is the category most people skip and most likely to be quietly capping their results.

Sleep restriction during a deficit changes what you lose

Same calorie deficit, very different composition of the weight lost

Strong evidence

THE EVIDENCE

Nedeltcheva, Kilkus, Imperial, Schoeller & Penev, 2010 — Annals of Internal Medicine, RCT crossover
Randomised crossover n = 10 14 days per condition

Overweight adults followed the same moderate calorie restriction for 14 days under two conditions: 8.5 hours or 5.5 hours of sleep opportunity per night. Identical calorie deficit, but sleep-restricted participants lost 55% less body fat and 60% more lean mass — meaning most of their "weight loss" was muscle, not fat. They also reported more hunger.

Chaput & Tremblay, 2012 — Obesity Facts, observational cohort
Observational, regression-adjusted n = 123 15–24 weeks

In a real-world weight-loss program, every extra hour of sleep per night was independently associated with about 0.7kg more fat loss over the course of the program, and better sleep quality independently predicted greater fat loss too — even after adjusting for calorie intake.

PRACTICAL TAKEAWAY

Sleep isn't a soft "self-care" add-on to a fat-loss plan — the controlled trial shows it directly determines what a calorie deficit actually costs you: fat, or muscle. If you can only fix one non-diet, non-training variable, this is the one with the most direct evidence behind it.

The controlled trial is small (n=10) by nature of how demanding this kind of lab study is to run — but its findings are corroborated by the larger, real-world cohort above, which is a reasonable combination of internal and external validity.

Full references

  1. Gardner CD, Trepanowski JF, Del Gobbo LC, et al. Effect of Low-Fat vs Low-Carbohydrate Diet on 12-Month Weight Loss in Overweight Adults and the Association With Genotype Pattern or Insulin Secretion: The DIETFITS Randomized Clinical Trial. JAMA. 2018;319(7):667–679.
  2. Hooper L, Abdelhamid A, Moore HJ, Douthwaite W, Skeaff CM, Summerbell CD. Effect of reducing total fat intake on body weight: systematic review and meta-analysis of randomised controlled trials and cohort studies. BMJ. 2012;345:e7666.
  3. Bueno NB, de Melo ISV, de Oliveira SL, da Rocha Ataide T. Very-low-carbohydrate ketogenic diet v. low-fat diet for long-term weight loss: a meta-analysis of randomised controlled trials. British Journal of Nutrition. 2013;110(7):1178–1187.
  4. Ge L, Sadeghirad B, Ball GDC, et al. Comparison of dietary macronutrient patterns of 14 popular named dietary programmes for weight and cardiovascular risk factor reduction in adults: systematic review and network meta-analysis of randomised trials. BMJ. 2020;369:m696.
  5. Wycherley TP, Moran LJ, Clifton PM, Noakes M, Brinkworth GD. Effects of energy-restricted high-protein, low-fat compared with standard-protein, low-fat diets: a meta-analysis of randomized controlled trials. American Journal of Clinical Nutrition. 2012;96(6):1281–1298.
  6. Trepanowski JF, Kroeger CM, Barnosky A, et al. Effect of Alternate-Day Fasting on Weight Loss, Weight Maintenance, and Cardioprotection Among Metabolically Healthy Obese Adults: A Randomized Clinical Trial. JAMA Internal Medicine. 2017;177(7):930–938.
  7. Lennerz BS, Mey JT, Henn OH, Ludwig DS. Behavioral Characteristics and Self-Reported Health Status among 2029 Adults Consuming a "Carnivore Diet." Current Developments in Nutrition. 2021;5(12):nzab133.
  8. Walton CM, Perry K, Hart RH, Berry SL, Bikman BT. Improvement in Glycemic and Lipid Profiles in Type 2 Diabetics with a 90-Day Ketogenic Diet. Journal of Diabetes Research. 2019;2019:8681959.
  9. Li M, Chi X, Wang Y, Setrerrahmane S, Xie W, Xu H. Trends in insulin resistance: insights into mechanisms and therapeutic strategy. Signal Transduction and Targeted Therapy. 2022;7:216.
  10. Viana RB, Naves JPA, Coswig VS, et al. Is interval training the magic bullet for fat loss? A systematic review and meta-analysis comparing moderate-intensity continuous training with high-intensity interval training (HIIT). British Journal of Sports Medicine. 2019;53(10):655–664.
  11. Schoenfeld BJ, Aragon AA, Wilborn CD, Krieger JW, Sonmez GT. Body composition changes associated with fasted versus non-fasted aerobic exercise. Journal of the International Society of Sports Nutrition. 2014;11:54.
  12. Willis LH, Slentz CA, Bateman LA, et al. Effects of aerobic and/or resistance training on body mass and fat mass in overweight or obese adults. Journal of Applied Physiology. 2012;113(12):1831–1837.
  13. Wilson JM, Marin PJ, Rhea MR, Wilson SMC, Loenneke JP, Anderson JC. Concurrent training: a meta-analysis examining interference of aerobic and resistance exercises. Journal of Strength and Conditioning Research. 2012;26(8):2293–2307.
  14. Schoenfeld BJ, Aragon AA, Krieger JW. The effect of protein timing on muscle strength and hypertrophy: a meta-analysis. Journal of the International Society of Sports Nutrition. 2013;10:53.
  15. Nedeltcheva AV, Kilkus JM, Imperial J, Schoeller DA, Penev PD. Insufficient sleep undermines dietary efforts to reduce adiposity. Annals of Internal Medicine. 2010;153(7):435–441.
  16. Chaput JP, Tremblay A. Sleeping habits predict the magnitude of fat loss in adults exposed to moderate caloric restriction. Obesity Facts. 2012;5(4):561–566.