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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
based on our experiments
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "based on our experiments" is correct and usable in written English.
You can use it when discussing conclusions, findings, or recommendations that stem from experimental research or testing. Example: "Based on our experiments, we have determined that the new formula is significantly more effective than the previous version."
✓ Grammatically correct
Science
Alternative expressions(20)
according to our experiments
our findings suggest
based on our surveys
based on our experiences
based on our tests
based on our findings
based on our research
based on our test
based on our experience
based on our people
based on our measurements
based on our results
based on our models
based on our conversations
based on our relationships
based on our assumptions
as per our experiments
from our experiments
based on our experimental results
from our experience
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Human-verified examples from authoritative sources
Exact Expressions
51 human-written examples
Based on our experiments, we also experience that using a k value greater than the number of existing natural clusters in the zone (number of declared vegetation types in the LPIS) would not help achieve higher accuracies.
Based on our experiments one might speculate that such linking of markets and scientific publishing generates more reliable forecasts, as well as incentives for seeking an information advantage.
Science
With experience based on our experiments with large-scale feature generation, we chose another option in EDS, in which we favor the exploration of large areas of the AFs space.
Finally, we discuss some potential approaches towards DoS resilience based on our experiments.
Based on our experiments, the final results reveal that R134 is a better insulation medium than SF6.
Based on our experiments, mobile users can easily monitor and control UPS in different places of long-distance.
Based on our experiments, we propose a statistical modeling approach of the in vitro interactions between biological objects and materials.
Science
Based on our experiments, it reveals that discrepancy does exist between both online customer voting and designers' rating.
Science
Based on our experiments and discussion we conclude that control systems based on role-based control are minimal, robust to communication errors, and robust to reconfiguration.
Human-verified similar examples from authoritative sources
Similar Expressions
2 human-written examples
Based on our experiments, ASS1 is a putative negative regulator of TRAIL sensitivity, and LOF induced an increase in caspase-3/7 activation.
Science
A neighbourhood size (s = 9) is recommended based on our experiments.
Science
Expert writing Tips
Best practice
When using "based on our experiments", clearly state the specific experiment or experimental setup to provide context and allow for verification of your findings.
Common error
Avoid making broad generalizations that go beyond the scope of your experiments. Ensure your conclusions are directly supported by the experimental data and avoid extrapolating to scenarios not covered by your research.
Source & Trust
82%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "based on our experiments" functions as a prepositional phrase that modifies a statement or conclusion, indicating that it is derived from experimental evidence. As Ludwig AI suggests, it introduces findings rooted in empirical investigation.
Frequent in
Science
100%
Less common in
News & Media
0%
Formal & Business
0%
Ludwig's WRAP-UP
The phrase "based on our experiments" is a common and grammatically sound way to introduce conclusions or recommendations derived from experimental work. According to Ludwig AI, it's suitable for various contexts, primarily within scientific and academic writing. To maximize clarity and credibility, ensure that you clearly reference the specific experiments and avoid overgeneralizing your conclusions. Alternatives such as "according to our experiments" or "from our experimental data" can be used for stylistic variation, though "based on our experiments" remains a widely accepted choice.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
according to our experiments
Replaces "based on" with "according to", offering a slightly more formal tone while retaining the meaning that the experiments are the source of the information.
in light of our experimental results
Uses a more elaborate construction, emphasizing the 'experimental results' as the basis for a conclusion.
from our experimental data
Focuses on the 'data' derived from the experiments as the foundation for the statement.
as demonstrated by our experiments
Highlights that the experiments 'demonstrated' or proved something.
our experiments indicate
Shifts to a more direct statement where the experiments themselves 'indicate' a conclusion.
our findings suggest
Emphasizes the findings rather than the experiments themselves, implying a conclusion drawn from broader evidence.
the experiments lead us to believe
Attributes the belief or conclusion directly to the experiments.
we conclude from our experimental work
Highlights the 'experimental work' done leading to the conclusion.
the evidence from our experiments shows
Uses 'evidence' to underscore the support for a claim from the experiments.
our empirical studies suggest
Replaces "experiments" with "empirical studies", suggesting a broader range of observations.
FAQs
What is the best way to start a sentence with "based on our experiments"?
Begin by stating the phrase "based on our experiments", followed by a comma, and then clearly articulate the conclusion, finding, or recommendation derived from the experimental results. For example: "Based on our experiments, we recommend increasing the temperature."
What can I say instead of "based on our experiments"?
You can use alternatives like "according to our experiments", "from our experimental data", or "our experiments indicate depending on the context.
Is it more formal to say "according to our experiments" or "based on our experiments"?
While both phrases are acceptable, "according to our experiments" can be perceived as slightly more formal than "based on our experiments". The choice depends on the specific context and desired tone.
Can I use "based off our experiments" instead of "based on our experiments"?
While some may find "based off" acceptable in informal contexts, "based on our experiments" is generally preferred in formal and scientific writing. "Based on" is considered the more grammatically correct and widely accepted option.
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Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
82%
Authority and reliability
4.5/5
Expert rating
Real-world application tested