Cup Engineering
The story of a brew · chapter 13 of 13 · Practice

Measuring Your Brew: Scales, Refractometers and Logs

What to measure, what the instruments actually tell you, and how to turn a refractometer reading into an extraction number.

4 min readrefractometerTDSscalemeasurementexperimentsdata
Sources
5 cited, dated 2015–2024
Information collected
5 Sept 2026
Last reviewed
5 Sept 2026

You can brew excellent coffee by taste alone. But the moment you want to repeat a cup, share a recipe someone else can follow, or figure out why Tuesday's brew beat Monday's, you need numbers.

The essential instrument: a scale

Everything downstream depends on mass. A scale that reads to 0.1 g for dosing and to 1 g for water is enough; a single 0.1 g scale that handles both is ideal. Timing built into the scale is a convenience, not a requirement. This is Cup Engineering practice, in line with practitioner guidance1.

Weigh the coffee, weigh the water going in, and — if you're going to compute extraction — weigh the beverage coming out.

Thermometer / kettle

A variable-temperature kettle is the easy answer. If you're using a stovetop kettle, water 30 seconds off the boil in a cool room is roughly 93–95 °C; pre-heat the brewer or accept that you're brewing several degrees cooler than you think1. The SCA standard's target at the point of contact is 93 ± 3 °C2.

Refractometer

A coffee refractometer measures how much light bends passing through a drop of coffee and converts that refractive index to a TDS percentage1. Coffee-specific meters (VST, Atago and their clones) are calibrated for coffee's particular mix of solubles; a generic Brix refractometer will be off1.

Using one well13:

  1. Stir the finished brew thoroughly; concentration varies through the vessel.
  2. Draw a sample and let it cool to near room temperature — readings drift with temperature.
  3. Filter the sample through a syringe filter or a folded paper filter if your brew has visible oils or fines (important for espresso and French press, optional for pour over). Gagné's tests found unfiltered espresso samples read noticeably higher than filtered ones1.
  4. Clean the lens between readings with distilled water and a lint-free cloth.

Then compute extraction:

EY (%) = TDS (%) × beverage mass (g) / coffee dose (g)

This is the SCA definition of extraction yield2. For espresso the same formula applies with the beverage weight from the cup. Some people add an adjustment for the water absorbed by the puck; for practical dialling in, the simple form is enough1.

InteractiveRatio and strength

Ratio sets strength; extraction sets flavour balance. Hold extraction still and slide the ratio to see strength move — then change extraction and see how little the ratio matters to it.

Water to pour
334 g
Beverage
292 g
42 g stays in the grounds
Dissolved coffee
4.00 g
Strength (TDS)
1.37 %
0.801.001.151.451.802.20thinfilter windowheavy

In the window. Strength is right; now let flavour decide whether extraction should move.

How this is computed: water = dose × ratio; beverage = water − dose × 2.1 g/g retained in the spent grounds (typical for paper-filter brews; immersion retains more, espresso less); dissolved = EY × dose; TDS = dissolved ÷ beverage. The 1.15–1.45 % strength window is the SCA filter standard (its 2020s revision widens the acceptable range); 1:15–1:17 is where that window and 18–22 % EY overlap. Sources: [2] [lingle-handbook] [1]

What the numbers are good for

  • Reproducing a cup. If your best V60 was 1.38 % TDS / 21 % EY, you know where to aim next time.
  • Diagnosing taste. Bitter at 19 % EY is more likely a roast or water problem than an over-extraction problem, because panels find bitterness rising with extraction only as you push past the ideal range4.
  • Comparing gear. A grinder that lets you reach 22 % EY without astringency is genuinely better than one that tastes harsh at 20 %.
  • Sharing. A recipe that states its target TDS and EY is far more useful than one that says "medium grind".

What they are not

TDS and EY say nothing about which compounds are in the cup. Two coffees at identical numbers can taste completely different depending on evenness, roast, water and the coffee itself4. The numbers are a map, not the territory — taste remains the final judge, which is why the SCA's own quality assessment is built on trained sensory evaluation rather than on instruments5.

Keeping a log

Record, at minimum: coffee, roast date, dose, water, ratio, grind setting, temperature, time, and a short taste note. Add TDS and EY when you have them, and a 1–5 rating. Each recipe page in this app has a brew log for exactly this; the data feeds the analytics page so patterns across many brews — and many brewers — become visible.

How the numbers are computed

The brew-log form and the calculator both use the SCA definition2, implemented as measuredEy() in lib/coffee.ts:

EY (%) = TDS (%) × beverage mass (g) / dose (g)

Worked example: a 15 g AeroPress dose yields 180 g of beverage that reads 1.42 % on the refractometer. Dissolved coffee is 1.42 % × 180 g = 2.56 g, and 2.56 / 15 = 17.0 % extraction, just under the 18 % floor of the ideal range2, which matches a cup that tastes a little sharp. If you did not weigh the beverage, the log estimates it as water minus dose × retention (2.0 g/g for AeroPress in Cup Engineering's model), a working assumption that is close enough for dialling in but not for comparing grinders; weigh the cup when the comparison matters. The chart position follows directly: EY on the horizontal axis, TDS on the vertical, against the 18–22 % and 1.15–1.35 % standard box2.

Sources

Numbered in order of first citation. Tier follows Cup Engineering's trust hierarchy: 1 peer-reviewed or formal standard, 2 institutional, 3 practitioner data, 4 press, 5 maker or roaster. “Checked” is when we last verified the reference.

  1. 1.
    Jonathan Gagne (published by Scott Rao; ed. Jean Zimmer). Scott Rao (self-published), 2021.
    Tier 3 · Practitioner dataChecked 5 Sept 2026Corrected: Gagne is sole author, Rao is publisher; copyright 2020, released Jan 2021 (not 2019). ISBN 9780578246086. Percolation, fines, water and brewer geometry with measured data.
  2. 2.
    Specialty Coffee Association. Specialty Coffee Association, 2018.
    Tier 1 · Peer-reviewed / standardChecked 5 Sept 2026Golden Cup: 18-22% extraction yield, 1.15-1.35% TDS (11.5-13.5 g/L), ~55 g/L ratio, 93 +/- 3 C. 'Coffee Standards' document revised 2018; restated in SCA Standard 310-2021 (Home Coffee Brewers).
  3. 3.
    Matt Perger et al.. baristahustle.com, 2015.
    Tier 3 · Practitioner dataChecked 5 Sept 2026Founded by Matt Perger, launched Jan 2015; living resource. Used for extraction/TDS course material and the 'Towards a Common Coffee Control Chart' piece. Cite individual lessons where possible.
  4. 4.
    Scott C. Frost, William D. Ristenpart, Jean-Xavier Guinard. Journal of Food Science, 85(8), 2530-2543, 2020-07-11. doi:10.1111/1750-3841.15326.
    Tier 1 · Peer-reviewed / standardChecked 5 Sept 2026UC Davis descriptive-analysis mapping of TDS x PE x roast; underpins the extraction-and-TDS article's sensory claims and the later 2023 revised brewing control chart.
  5. 5.
    Specialty Coffee Association. Specialty Coffee Association, 2024.
    Tier 1 · Peer-reviewed / standardChecked 5 Sept 2026Adopted Nov 2024 as the official SCA cupping standards, superseding the 2004 Cupping Protocol and form. Wiki uses it for cupping method and scoring references.