stochastically
C2Pronunciation
UK
- /stəˈkæstɪkli/adverb
- /stəˈkæstɪkəli/adverb
US
- /stoʊˈkæstɪkəˌli/
Description
- in a random way
- by chance
- based on probability
- with random variation
Imagine tossing a coin: you cannot know whether it will land on heads or tails, only how likely each result is. When something happens *stochastically*, it happens in a way shaped by chance and probability rather than by a fixed rule that gives one certain result every time. That does not mean the process has no pattern. It means the exact result can change from one moment to the next, even when the overall probabilities stay the same. Rolling dice, changes in the weather, and the spread of a disease are often described this way.
Think of it like this: a deterministic process is like a clock, where the same setup gives the same result. A stochastic process is like rolling dice: you know the possible results, but you do not know which one will come next.
The word *stochastically* means "in a random or probability-based way." It is used when an event, change, or process is not fully fixed in advance, and chance helps decide the exact outcome. Instead of saying that one result must happen, the word suggests that several results are possible, each with its own probability.
You are much more likely to see this word in science, math, economics, computing, or medicine than in everyday chat. People use it when they want to describe systems that include random variation. For example, a researcher might say that a model changes stochastically because births, deaths, errors, or movements do not happen in a perfectly fixed pattern. In computing, an algorithm may search stochastically, trying different paths with some element of randomness instead of following one rigid route.
The key idea is that this does not simply mean "wild" or "completely patternless." A process can behave stochastically and still follow clear rules at the level of probability. A single result may be uncertain, but the larger pattern can still be studied, measured, and predicted in terms of likelihood. That is why the word is so useful in fields that deal with uncertainty.
So, when you see *stochastically*, think of something unfolding with chance in the picture. You may not know the exact next step, but you can still talk about what is likely, what is possible, and how the whole process behaves over time.
Examples
- 1
Simulation
In the simulation, customers arrive stochastically rather than at fixed times.
- 2
Language model
The model chooses the next word stochastically, so the sentence can come out differently each time.
- 3
Market analysis
Economists often model market prices stochastically because real markets are not perfectly predictable.
Forms and spellings
1 form open this card.
Main spelling
- stochasticallyadverb