on poor data

USAGE SUMMARY

The phrase "on poor data" is correct and usable in written English.
It can be used when discussing conclusions, decisions, or analyses that are based on insufficient or unreliable information. Example: "The study's findings are questionable because they were based on poor data."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

2 human-written examples

This is fraught with uncertainty, because estimates of both are widely varied and based on poor data.

The New York Times - Books

The law, by setting a government standard for scientific quality, could also help industry prevail in lawsuits claiming rules relied on poor data or analysis, he and other industry representatives say.

The New York Times

Human-verified similar examples from authoritative sources

Similar Expressions

58 human-written examples

The vision to expunge the influence of poor data on the estimate of childhood mortality motivated the researchers to adopt the technique used in this study.

BMC Public Health

Although the number of previous maternal pregnancies could be a better measure of prenatal estrogen exposure than live birth order, we could not assess this because of poor data quality on the birth records.

Breast Cancer Research

From household survey questions that are too general to generate accurate projections, to emission factors that are sensitive to local meteorological or fuel conditions (such as wood moisture content), to poor data on emerging control strategies (such as advanced biomass cookstoves), the data used to create the results presented here have weaknesses.

Environmental Health Perspectives

If this rule goes forward based on such poor data, we'll basically be playing high-speed Russian roulette on the food safety front, and throwing plant workers to the wolves.

Huffington Post

The hype around large sporting events and increases in trafficking for prostitution is often based on misinformation, poor data, and a tendency to sensationalise.

Huffington Post

They have poor data on the effects on immune function, for example, and there is considerable concern about the damage spaceflight causes to the eyes.

BBC

The goodness of the data representation has a large impact on the performance of machine learners on the data: a poor data representation is likely to reduce the performance of even an advanced, complex machine learner, while a good data representation can lead to high performance for a relatively simpler machine learner.

Journal of Big Data

But there are still huge hurdles to overcome on the ground, from poor data quality to resistant governments to technological illiteracy about publishing or releasing data online.

The Guardian

Poor data on the enrolment of disabled children is a problem for many countries, says Kuper. "The first thing that we need is more data in order to know how to enrol children with disabilities in school.

The Guardian

Expert writing Tips

Best practice

When using the phrase "on poor data", ensure you acknowledge the limitations this imposes on any conclusions drawn. Transparency about data quality enhances credibility.

Common error

Avoid making definitive statements when your analysis is based "on poor data". Instead, present findings as tentative or preliminary.

Linguistic Context

The phrase "on poor data" functions as an adverbial prepositional phrase, modifying a verb or adjective to describe the basis or foundation for an action, conclusion, or analysis. As confirmed by Ludwig, it indicates that something relies upon or is influenced by data of low quality.

Expression frequency: Common

Frequent in

Science

38%

News & Media

38%

Formal & Business

24%

Less common in

Academia

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, "on poor data" is a prepositional phrase used to describe situations where decisions, conclusions, or analyses are based on inadequate or unreliable information. Ludwig confirms its grammatical correctness and usability. While the phrase is common across various contexts, it's particularly prevalent in scientific and news-related domains. When using "on poor data", transparency is key, and it's best to avoid overstating conclusions. Consider alternatives like "based on flawed data" or "relying on deficient data" to add nuance. Using this phrase effectively involves acknowledging the limitations of the data and adjusting the strength of claims accordingly.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

based on flawed data

Replaces "poor" with "flawed", emphasizing the imperfections in the data.

relying on deficient data

Substitutes "poor" with "deficient", highlighting the lack of necessary qualities in the data.

predicated on inadequate data

Replaces "based" with "predicated" and "poor" with "inadequate", formalizing the expression.

founded on unreliable data

Uses "unreliable" instead of "poor", focusing on the trustworthiness of the data.

drawing from limited data

Shifts the focus to the scarcity of data rather than its quality.

using substandard data

Replaces "poor" with "substandard", indicating the data fails to meet acceptable standards.

built on weak data

Emphasizes the fragility of the foundation created by the data.

stemming from imperfect data

Highlights the imperfections that lead to the use of data.

derived from questionable data

Indicates the data's validity is doubtful.

hinging on scant data

Focuses on the minimal amount of data available.

FAQs

What does it mean to base a conclusion "on poor data"?

Basing a conclusion "on poor data" means that the information used to reach that conclusion is of questionable quality, incomplete, or unreliable. This can lead to inaccurate or misleading results.

How can I identify if a decision is based "on poor data"?

Look for signs such as small sample sizes, biased data collection methods, outdated information, or a lack of validation. If these are present, the decision may be based "on poor data".

What are some alternatives to saying "on poor data"?

You can use alternatives like "based on flawed data", "relying on deficient data", or "predicated on inadequate data".

What are the risks of making decisions "on poor data"?

Decisions based "on poor data" can lead to ineffective strategies, wasted resources, and potentially harmful outcomes. It is essential to assess data quality before making important decisions.