How DoughPlan Calculates Your Dough
DoughPlan does three calculations: it turns your style and number of pizzas into ingredient weights with baker's percentages, it builds a schedule backwards from the time you want to eat, and it works out how much yeast that schedule needs. This page explains each one, where the numbers come from and where they stop being reliable.
1. Ingredients: baker's percentages
Every ingredient is a percentage of the flour weight, with flour at 100% (see baker's percentage for pizza dough for worked examples). A dough at 60% hydration has 60 g of water for every 100 g of flour. Ooni describes hydration the same way: 1,000 g of flour and 600 g of water is a 60% hydration dough.
The planner works out the total dough weight first:
- Total dough = number of balls × ball weight × 1.015. The extra 1.5% covers what sticks to the bowl and your hands.
- Flour = total dough ÷ (1 + hydration + salt + oil + sugar + yeast), with each percentage written as a fraction.
- Every other ingredient = flour × its percentage.
Flour, water, salt, oil and sugar are rounded to 0.1 g in the calculation (the table shows flour and water to the gram). Yeast is rounded to 0.01 g, because the amounts for long fermentations are small.
2. The schedule
The planner starts at the time you want to eat and subtracts each step:
- Cold fermentation: mix and knead (20 minutes), bulk fermentation at room temperature (2 hours), divide and shape into balls (15 minutes), the fridge (the number of days you choose, 1 to 4), then 3 hours at room temperature before baking.
- Room temperature only: mix and knead (20 minutes), bulk fermentation (35% of the hours you choose), divide and shape (15 minutes), final proof of the balls (the other 65%).
- The oven goes on 60 minutes before you eat, during the end of the final proof.
These step lengths are fixed in the current version. If you prefer a longer bulk or a shorter final proof, the yeast amount still follows the total time and the temperatures, but the clock times in the schedule will not match your plan exactly.
3. The yeast model
The reference: Craig Lomen's yeast table
The most cited yeast reference among home pizza makers is the yeast quantity prediction model published by Craig Lomen (TXCraig1) on the pizzamaking.com forum. The version the thread points to as the latest is the table posted on 22 August 2015. It gives the hours until a dough is ready to bake for 17 yeast amounts and 61 temperatures from 35 to 95 °F (1.7 to 35 °C), for instant dry, active dry and fresh yeast. Its author describes how he built it in the same thread: a time curve for 25 °C, a temperature model from published research on yeast growth (Gänzle et al., 1998), and adjustments against results reported by forum members.
The table belongs to its author and we do not reproduce it here. Please read it in the original thread.
Our formula
We fitted our own formula to the cells of that table with 5 hours or more (707 cells), by least squares on the logarithm of the hours. The shorter cells are rounded to whole hours in the table, so they carry little information. The result is:
ln(hours) = 3.65132 - 0.718909 × ln(IDY%) - 0.175137 × T + 0.001058 × T²
where IDY% is instant dry yeast as a percentage of the flour weight and T is the dough temperature in °C. We tried adding more terms, and none improved the fit by more than half a percentage point.
Several temperatures in one schedule
A cold-fermented dough spends time at room temperature, then in the fridge, then at room temperature again. We treat each stage as using up a fraction of the fermentation: a stage of t hours at a temperature where the dough would need h hours in total uses t ÷ h of it. The dough is ready when the fractions add up to 1. Because our formula has a simple shape, the yeast amount that makes them add up to 1 has a direct solution, with no trial and error. Craig proposes the same additive rule for his sourdough model in a sister thread.
One consequence surprises people: in the planner's default 2 day cold schedule (2 hours at 21 °C, 48 hours at 4 °C, 3 hours at 21 °C), the model counts only about 43% of the fermentation as happening in the fridge. The five hours at room temperature do the rest.
How accurate it is
We compared the formula with every cell of the source table. The mean error by fermentation length is:
| Total fermentation | Mean error against the table |
|---|---|
| Under 5 hours | 18% |
| 5 to 12 hours | 6% |
| 12 to 48 hours | 4% |
| Over 48 hours | 3% |
That is error against the table, not against your kitchen. The table itself is "a starting point", in its author's words, and real dough varies more than 3 or 4%. Because short fermentations are less precise, the planner warns you when the total is under 5 hours.
The range where it is valid
- Temperatures from 1.7 to 35 °C and a total of 2 to 167 hours. Outside that range the planner shows a warning, because the result is an extrapolation.
- Instant yeast from 0.003% to 0.32% of the flour, the range of the table. Outside it you also get a warning.
- A typical dough. In the thread, the author gives the formulas the model is meant for: hydration around 65% (plus or minus 10), sugar and oil up to about 4%, salt around 2% (plus or minus 1), and yeast less than a year old. Other forum members point out that high salt, as in Neapolitan dough, high sugar, very high or low hydration, or old yeast change the timing noticeably.
4. Converting between yeast types
The planner uses the ratios in the source table: active dry = 1.3125 × instant and fresh (cake) yeast = 3.125 × instant. Published recipes use similar ratios:
- AVPN: dry yeast is one third of the fresh yeast weight (1 g dry for 3 g fresh), without telling active dry and instant apart.
- Ooni's classic pizza dough: 8.5 g fresh, 3.5 g active dry or 2.7 g instant, a ratio of about 3.15 to 1.30 to 1.
- Ooni's Detroit-style recipe: 9 g fresh, 4.5 g active dry or 3 g instant, 3 to 1.5 to 1.
- Red Star Yeast treats active dry and instant as interchangeable and equates one 7 g packet of dry yeast with one third of a 2 oz cake of fresh yeast, about 2.7 times the dry weight.
So the ratios differ by up to about 20% between sources. That is one more reason to watch the dough as well as the clock.
5. Where the style presets come from
Each style fills in defaults you can change. Here is how they compare with the sources:
| Preset | Our default | Published figures |
|---|---|---|
| Neapolitan (AVPN style) | 60% water, 2.8% salt, no oil or sugar, 250 g balls | AVPN: 1 litre of water for 1,600 to 1,800 g of flour (55.6% to 62.5%), 40 to 60 g of salt per litre (2.2% to 3.75%), "never add fat or sugar", balls of 200 to 280 g |
| Neapolitan for a home oven | 65% water, 2.8% salt, no oil or sugar, 250 g balls | Ooni: Neapolitan "generally sits at around the 60 to 65% mark". Gozney: 58% to 65%. King Arthur's home-oven Neapolitan-style crust uses 73% (170 g water to 232 g flour) and 3.4% salt |
| New York (12 inch pie) | 63% water, 3% salt, 4% oil, 2% sugar, 250 g balls | Ooni: 65% water, 3.0% salt, 5.0% oil, 1.0% sugar, 380 g balls for 16 inch pizzas. King Arthur: 57% water, 3.3% salt, 3.3% oil, 3.3% sugar, two 13 inch pizzas from 360 g of flour |
The New York preset sits between these two recipes: hydration between King Arthur's 57% and Ooni's 65%, Ooni's 3% salt, oil and sugar between the two, and a 250 g ball, within the 215 to 255 g that their ball weights give when scaled by area to 12 inches. If you want to follow one of them exactly, change those fields. The New York guide has the details.
The Neapolitan AVPN preset can be combined with cold fermentation in the planner, but the AVPN regulations describe a room temperature fermentation of 8 to 24 hours. Choose "Room temperature only" if you want to follow them. The Neapolitan yeast guide explains why AVPN uses much less yeast than our model.
6. Known limits
- Dough temperature, not room temperature. The model uses the temperature of the dough. Freshly mixed dough can be warmer or cooler than your kitchen, depending on the water you use.
- Cooling in the fridge. The planner treats the dough as being at fridge temperature from the moment it goes in. In reality a dough ball takes a few hours to cool down, so it ferments a little faster at first than the model assumes. The author of the table notes that predictions are less reliable in the cold for this reason.
- Large batches. The AVPN regulations note that yeast is "less than proportional" to the batch size: 1 litre of water takes 0.30 g of yeast, but 5 litres take about 1 g, not 1.5 g. Big batches stay warmer. The model was built for home-sized doughs.
- Different definitions of "ready". The table measures time until the dough is ready to bake. Some recipes ferment less (King Arthur says its Neapolitan-style dough "probably won't double in size") and others more.
- Not covered yet: poolish, biga, sourdough, pan pizzas and volume measures.
If the planner gave you a result that did not match your dough, we would like to hear about it on the contact page. Tell us the yeast, temperatures and times, and what happened.
Sources
- Craig Lomen (TXCraig1), "Baker's yeast quantity prediction model", pizzamaking.com forum: https://www.pizzamaking.com/forum/index.php?topic=26831.0
- The 22 August 2015 version of the table: https://www.pizzamaking.com/forum/index.php?topic=26831.msg393271
- Craig Lomen (TXCraig1), "Sourdough starter quantity predictive model", pizzamaking.com forum: https://www.pizzamaking.com/forum/index.php?topic=22649.0
- Gänzle, Ehmann and Hammes (1998), Applied and Environmental Microbiology 64(7), page 2616, the temperature model the table builds on: http://aem.asm.org/content/64/7/2616.full.pdf
- AVPN, International Regulations for Verace Pizza Napoletana (English): https://www.pizzanapoletana.org/public/pdf/disciplinare%202008%20UK.pdf
- Ooni, pizza dough hydration explained: https://ooni.com/blogs/ooni-insights/pizza-dough-hydration-explained
- Ooni, classic pizza dough: https://ooni.com/blogs/recipes/classic-pizza-dough
- Ooni, New York-style pizza dough: https://ooni.com/blogs/recipes/new-york-style-pizza-dough
- Ooni, Detroit-style pizza: https://ooni.com/blogs/recipes/detroit-style-pizza
- Gozney, pizza dough hydration explained: https://gozney.com/blogs/news/pizza-dough-hydration-explained
- King Arthur Baking, Neapolitan-style pizza crust: https://www.kingarthurbaking.com/recipes/neapolitan-style-pizza-crust-recipe
- King Arthur Baking, New York-style pizza: https://www.kingarthurbaking.com/recipes/new-york-style-pizza-recipe
- Red Star Yeast, yeast conversion chart: https://redstaryeast.com/yeast-conversion-chart/