From Numbers to a Plan
One hypothetical person, seven metrics, and the 16-week plan that follows — including what would make us change it.
One person, seven numbers
This guide follows a hypothetical 35-year-old woman through the metrics on this site. She is a composite, not a real patient, and the plan is an illustration of how the calculations connect — not a template to copy. The point is to show what changes when you stop looking at one number in isolation.
Her question is common: "I am not massively overweight, but I do not feel fit, and I want to lose a few kilograms without wrecking my energy." That is a question about body composition, habits and sustainability, not just weight.
| Measure | Value | Where it comes from |
|---|---|---|
| Age / sex | 35, female | Given |
| Height / weight | 168 cm / 74 kg | Given |
| Waist / hip / neck | 78 / 100 / 32 cm | Given |
| Resting heart rate | 68 bpm | Morning average |
| Activity | Moderate, 3–4 sessions/week | Self-report |
| Goal | Lose ~6 kg, keep strength | Stated |
Step 1 — BMI: a starting category, not a diagnosis
At 26.2 she falls into the overweight category by 1.2 points. That is a real signal worth investigating, but it is not a dramatic outlier. Someone with more muscle could have the same BMI and a lower body-fat percentage; someone with less muscle could have the same BMI and a higher one. The next measurements decide which case she is closer to.
Step 2 — Waist and body fat: where the weight sits
A ratio of 0.78 is below the 0.85 threshold commonly used to flag elevated risk in women, which suggests her fat is stored more at the hips and thighs than around the organs. That is a favourable pattern, though it does not cancel out the BMI signal.
At 30.6%, she sits in the "average" range for women (25–31%). The estimate has a margin of roughly 3–4 percentage points against a DEXA scan, so the honest reading is "high-average, probably not athletic-lean." Her estimated lean mass is about 51.4 kg and fat mass about 22.6 kg.
This is the first place the numbers disagree in a useful way. BMI says "overweight"; body fat says "average, not obese"; waist-to-hip says "low central risk." None of them is wrong. Each measures a different slice of the same body.
Step 3 — BMR and TDEE: the energy budget
That is what she would burn at complete rest. Multiply by 1.55 for moderate activity:
This is her estimated maintenance level. The figure is not exact — prediction equations carry roughly ±10% error — but it is a far better starting point than a generic 2,000-calorie recommendation. Her actual maintenance could plausibly sit between 2,050 and 2,450 kcal.
Step 4 — Calories and protein: the deficit that protects muscle
A 400 kcal daily deficit is large enough to produce visible progress and small enough to preserve training quality and mood.
At that rate, 6 kg takes about 16.5 weeks. That sounds slow, but it is the pace at which most of the loss is fat rather than muscle, and it leaves room for a social life.
Protein is the part most people get wrong. The calculator's moderate-activity, weight-loss setting gives about 1.4 g/kg, or 104 g/day. That is a sensible floor during a deficit. For extra protection while resistance training, 1.6 g/kg (118 g) is also reasonable. Fat at roughly 25–30% of calories works out to 52–62 g, leaving about 220–240 g of carbohydrate for training and recovery.
Calorie deficit calculator · Protein calculator · Macro calculator
Step 5 — Water: a baseline, not a competition
That is about 14 glasses of 250 ml. It includes water from tea, coffee, milk and watery food, not only plain water. Her actual need rises with hot weather, hard training, altitude and illness. The simplest check is urine colour: pale straw is a reasonable target; consistently dark urine suggests she is behind.
Step 6 — Heart rate: making cardio deliberate
Her easy sessions should sit mostly in the 127–150 range, where she can still speak in sentences. One or two harder sessions can push into the 160s for short intervals. The common mistake is turning every session into a medium-hard grind: too hard to recover, too easy to build top-end fitness.
Step 7 — Sleep: the multiplier nobody logs
If she needs to wake at 06:30 and wants five complete 90-minute cycles, the arithmetic is:
Sleep is not a cosmetic add-on. Short sleep raises appetite, reduces training quality and makes a calorie deficit feel much harder to tolerate. Keeping a consistent wake time matters more than chasing a perfect bedtime, because it anchors the circadian rhythm.
The weekly plan, assembled
| Area | Target | How to check it |
|---|---|---|
| Calories | 1,854 kcal/day | Weekly average, not daily perfection |
| Protein | 104–118 g/day | 20–35 g at each main meal |
| Water | ~3.4 L/day | Pale-straw urine, thirst, energy |
| Strength | 2 full-body sessions | Progress in reps or load over weeks |
| Cardio | 2–3 sessions, 1 hard | Mostly conversational pace |
| Steps | 7,000–9,000/day | Weekly average; build gradually |
| Sleep | 7.5–8 h, fixed wake time | Bedtime 22:45, wake 06:30 |
Nothing in the plan requires eliminating a food group, training twice a day or weighing every morsel. The deficit is moderate, protein is protected, and the training mix preserves muscle while improving fitness. That is deliberately unglamorous — and much more likely to survive a busy month.
What the next 16 weeks should look like
| Week | Expected weight | Expected change | What to review |
|---|---|---|---|
| 0 | 74.0 kg | — | Baseline photos, waist, energy |
| 4 | ~72.5 kg | −1.5 kg | Adherence, hunger, training quality |
| 8 | ~71.1 kg | −2.9 kg | Recalculate TDEE if loss stalls |
| 12 | ~69.6 kg | −4.4 kg | Strength progress, sleep, mood |
| 16 | ~68.1 kg | −5.8 kg | Transition to maintenance for 4–8 weeks |
Real progress will not follow a straight line. Menstrual-cycle fluid shifts, salty meals, travel and hard training can move the scale by 1–2 kg in a week without any change in fat. Judge the plan on the four-week trend, not the daily number.
The maintenance phase is part of the plan. After 16 weeks, moving to roughly 2,250 kcal for a month or two gives appetite, training and hormones time to settle. Skipping this step is why many people rebound.
What would make us change course
- No change for three weeks with high adherence — reduce intake by 100–150 kcal or add 1,500–2,000 daily steps. Do not cut calories in half.
- Losing more than 1% of body weight per week — eat a little more, especially protein, to protect lean mass.
- Persistent fatigue, poor sleep or worsening strength — reduce training volume or increase calories for a week before deciding the plan is broken.
- New dizziness, fainting, chest pain or unusual breathlessness — stop and seek medical advice.
- A history of disordered eating — calorie counting may do more harm than good. A clinician or registered dietitian should guide the approach.
What we would not do
We would not drop below about 1,200 kcal, remove carbohydrates entirely, train every day to "earn" food, or treat a single high-scale morning as evidence of failure. Those moves trade short-term speed for adherence, muscle and mental energy.
The wider point
Every number in this case study is an estimate. BMI has a category boundary, body fat has a margin of error, TDEE has a 10% band, and heart-rate formulas can be off by 10–20 beats. The plan is still useful because the estimates point in the same general direction and are checked against real outcomes every few weeks.
That is the difference between using health data and being ruled by it. A chart gives you a starting hypothesis; your trend over time is the experiment. If the trend and the plan disagree, update the plan — not your self-worth.
Medical disclaimer: this is an educational illustration using a hypothetical person. It is not medical advice and should not be copied as a personal plan. Individual needs vary with medical history, medication, pregnancy, eating-disorder history and many other factors. Consult a qualified clinician or registered dietitian for advice about your own situation.
Frequently Asked Questions
Is the case study a real person?
No. She is a hypothetical composite created to show how the calculators connect. The inputs are realistic, but the plan is an illustration, not a prescription.
Can I copy her calorie target?
Only if your height, weight, age, sex and activity level are similar. Even then, use it as a starting estimate and adjust based on your own four-week trend.
Why does she not aim for the ideal-weight formula number?
Her formula estimate is around 60 kg, but the healthy BMI range at her height extends to about 70 kg. A 6 kg loss improves body composition without chasing a single number.
How often should she weigh herself?
A daily weigh-in averaged across the week works well for some people; once or twice a week works better for others. Consistency matters more than frequency.
What if the scale does not move in week one?
Early changes are dominated by fluid and glycogen. Judge progress over three to four weeks, and use waist measurements and photos as secondary checks.
When should she see a professional?
If she has a BMI of 30 or more with risk factors, a medical condition, a history of disordered eating, or unexplained rapid weight change, professional guidance is appropriate.