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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 disaggregated data
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "based on disaggregated data" is correct and usable in written English.
It can be used when discussing conclusions, analyses, or decisions that rely on data that has been broken down into smaller, more detailed components. Example: "The report's findings are based on disaggregated data, allowing for a more nuanced understanding of the trends."
✓ Grammatically correct
Science
Formal & Business
News & Media
Alternative expressions(1)
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
2 human-written examples
The children's agency went on to call for the rapid implementation of a short-term response to counter malnutrition, based on disaggregated data and coordinated between the Government and partners.
Science
"This includes implementing comprehensive risk assessments based on disaggregated data, strengthening and decentralizing primary health care systems, prioritizing disaster preparedness in schools and in the education curricula, and improving social safety nets available to children and women who would be most vulnerable should disaster strike".
Formal & Business
Human-verified similar examples from authoritative sources
Similar Expressions
58 human-written examples
PROGRAMME STRUCTURE The programme details three main results to be achieved by 2016: (a) Equity-sensitive national policies, programmes and budget allocations are made based on reliable, disaggregated data reflecting the actual situation of girls and boys and their families in line with the CRC, CEDAW and the Millennium Development Goals.
Formal & Business
A powerful system for tracking human development (based on DevInfo.org) now includes disaggregated data, including by gender, wealth quintile and other dimensions.
Formal & Business
Most studies (e. g., [3, 4, 8, 10, 21, 34]) are based on disaggregate discrete choice modelling of household behaviour.
Their modelling approach handles information on geographically disaggregated data on renewable energy potentials (biomass, solar energy, geothermal energy, ambient heat) on the one hand, and geographically disaggregated information on heating demand on the other.
Science
This finding should be interpreted with caution, however, as the data are not able to be disaggregated based on students' sexual orientations.
News & Media
In tier 3, countries use advanced estimation approaches that may involve complex models and highly disaggregated data including detailed maps based on remote sensing as well in-situ measurements.
The base-case analysis will consider the costs and consequences of direct access to MRI, reporting disaggregated data on incremental costs and on the broad range of consequences.
Science
The reason for including perinatal mortality as an outcome was based on the fact most of the studies do not report disaggregated data for stillbirths but do that by combining stillbirths with early neonatal deaths (i.e. perinatal mortality).
Science
We excluded studies which did not present disaggregated data on diabetes (e.g. studies on chronic disease including diabetes).
Science
Expert writing Tips
Best practice
Always cite the source of the disaggregated data to maintain transparency and allow others to verify your analysis.
Common error
Avoid overstating the significance of findings "based on disaggregated data" without acknowledging potential limitations, such as sample size or statistical power. Be transparent about the scope of the analysis.
Source & Trust
83%
Authority and reliability
4.2/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "based on disaggregated data" functions as a prepositional phrase, modifying a noun or clause to indicate the evidentiary foundation of a claim or analysis. Ludwig provides examples where it signals that conclusions are derived from a specific type of detailed information.
Frequent in
Science
50%
Formal & Business
33%
News & Media
17%
Less common in
Academia
0%
Encyclopedias
0%
Wiki
0%
Ludwig's WRAP-UP
The phrase "based on disaggregated data" is a prepositional phrase used to indicate that a conclusion or analysis is founded upon detailed, segmented data. According to Ludwig, the phrase is grammatically correct, but relatively rare. It functions to establish credibility and transparency, often appearing in formal and scientific contexts. While alternatives like "derived from granular data" exist, understanding the importance of specifying the evidentiary basis of one's claims is important.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
derived from granular data
Changes the adjective to describe the data's level of detail.
informed by segmented data
Replaces "based on" with "informed by" and "disaggregated" with "segmented".
utilizing detailed data
Focuses on the action of using data that is already detailed.
relying on fine-grained data
Emphasizes the precision of the data used.
predicated on itemized data
Uses "predicated on" to suggest a foundational dependency on specifically itemized data.
founded on stratified data
Suggests the data has been organized into layers or levels.
grounded in decomposed data
Implies the data has been broken down into its constituent parts.
stemming from unbundled data
Suggests the data was originally bundled but has been separated for analysis.
drawing from discrete data points
Highlights the use of individual, distinct data points.
hinging on data broken down into segments
Uses the idiom "hinging on" to emphasize a critical dependency, and rephrases the type of data.
FAQs
How can I effectively use "based on disaggregated data" in a sentence?
Use "based on disaggregated data" when your analysis or conclusion relies on data that has been broken down into smaller, more detailed categories. For example, "The marketing strategy was "based on disaggregated data" showing regional preferences for specific product features."
What are some alternatives to "based on disaggregated data"?
Alternatives include "derived from granular data", "informed by segmented data", or "utilizing detailed data", depending on the specific nuance you want to convey.
What does "disaggregated data" actually mean?
"Disaggregated data" refers to data that has been broken down into detailed subcategories or segments. This allows for a more granular analysis compared to aggregated or summary data.
Why is it important to use disaggregated data in analysis?
Using disaggregated data can reveal disparities and patterns that would be hidden in aggregated data. For example, analyzing income data disaggregated by gender and race can expose inequalities that would not be apparent from overall averages.
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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
83%
Authority and reliability
4.2/5
Expert rating
Real-world application tested