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"based on experience with" is correct and usable in written English.
You can use this phrase when describing a decision or opinion that you have formed after learning from events or phenomena. For example, "I decided not to pursue a career in medicine based on experience with the medical field."
Exact(59)
Mutation types that cause small increases in activity are often more common than one might expect based on experience with the large-effect mutations generally studied in the laboratory (Andersson et al. 2011).
Based on experience with a recently approved solid dispersion-based product, Intelence® (etravirine), a three part strategy is suggested to predict early formulate-ability of these systems.
The Syrian vulnerable persons resettlement scheme is based on experience with these schemes and so far has taken 216 refugees; most have been housed in Bradford and Coventry.
That move is based on experience with a team formed to perform such tests on the Year 2000 work of programmers, who previously had done the testing themselves.
Sheila C. Casey, director of Neighborhood Legal Services, said that based on experience with such disputes, "We probably could have won it".
The prevailing feeling seems to echo that of a Procter & Gamble spokeswoman: "The looming war has not impacted our business, and based on experience with the gulf war, we don't anticipate disruptions".
Now, based on experience with the Affordable Care Act, I think Congress should revisit a public plan to compete alongside private insurers in areas of the country where competition is limited".
Estimates can be made based on experience with existing ships or standard models, but the favoured way of making a prediction during design is to test a model of the proposed ship.
Modelling based on experience with previous plants suggests that the risk of a significant radiation leak from generation I reactors was between one in 1,000 and one in 10,000 per reactor year.
In the article, Dr. Frieden and Dr. Brownell, director of Yale's Rudd Center for Food Policy and Obesity, say that based on experience with tobacco taxes, a soda tax would be "highly effective" in reducing the $79 billion in annual health care costs associated with obesity and overweight across the country.
Brain uptake was minimal, as expected based on experience with other intravenously administered lysosomal enzymes.
More suggestions(16)
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com