starting from data

USAGE SUMMARY

The phrase "starting from data" is correct and usable in written English.
It can be used when indicating the beginning point of an analysis, process, or discussion that is based on data. Example: "Starting from data collected in the last quarter, we can identify trends that will inform our strategy moving forward."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

9 human-written examples

This paper emphasizes the design methodology for active tonal noise feedback cancellers starting from data collected on the system.

IFAC-PapersOnLine

The DP solutions are based on a set of indicators, some of quantitative and some of qualitative nature, as well as on the methods to gauge these indicators, starting from data tracked by the e-learning system.

Computers in Human Behavior

In order to minimize possible reporting biases, such as underreporting or reclassification to a lower level of severity, injury statistics are elaborated starting from data collected directly on-site, from internal accident or medical-aid reports.

Safety Science

One important aspect of this tool is that it allows neuroscientists to specify research designs at will, enabling them to define any parameter of a TMS study starting from data acquisition and sample group definition to automated statistical data analysis and RDF data storage.

Computer Methods and Programs in Biomedicine

To prepare haplotype data, we considered 83 genomic regions with D'>0.7 in all 8 communities, starting from data employed for LD analysis, for a total of 361980 SNPs.

Plosone

For each dataset size, feature selection and classification algorithm the whole procedure starting from data construction was repeated 30 times.

Bioinformatics

Human-verified similar examples from authoritative sources

Similar Expressions

51 human-written examples

We started from data acquisition through reservoir static and dynamic studies to development planning.

Journal of Petroleum Exploration and Production Technology

The proposed algorithm starts from data gathered from relatively short Monte Carlo simulations and is straightforward to implement.

Journal of Computational Physics

We started from data sets that were already normalized for their respective study without any additional normalization procedure to account for different platform derivation.

Plosone

From these data, we infer logistic gradients starting from genotype data from 447,245 autosomal loci in 1385 individuals from 36 populations.

G3: Genes, Genomes, Genetics

Starting from traffic data acquired by Maritime Coastal Authority of the Port of Naples, we consider about 10,500 (2014 data) ships entering the port in a year.

International Journal of Energy and Environmental Engineering

Expert writing Tips

Best practice

Use "starting from data" to introduce a methodology or process that explicitly relies on empirical evidence, this helps set expectations for the reader.

Common error

Avoid using "starting from data" when the subsequent analysis or actions only tangentially involve the data. Be precise about the direct relationship between the data and the conclusions.

Linguistic Context

The phrase "starting from data" functions as a prepositional phrase that often introduces or modifies a verb phrase. Ludwig examples show its use in describing methodologies, analyses, or processes that originate with data.

Expression frequency: Uncommon

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Encyclopedias

0%

Ludwig's WRAP-UP

The phrase "starting from data" is a grammatically correct prepositional phrase primarily used in scientific and technical contexts. It indicates that a process or analysis begins with a specific set of data. Ludwig AI confirms its usability in written English. While alternatives like "based on data" or "beginning with data" exist, "starting from data" is a clear and effective way to emphasize the empirical foundation of a statement or methodology. The phrase's usage is uncommon, but its meaning is consistently applied across various scientific domains.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

based on data

Focuses on the foundation or basis of something rather than the initiation.

beginning with data

Simple substitution of "starting" with "beginning", maintaining the same meaning.

using data as a starting point

Adds a slight emphasis to the "starting point" aspect.

data-driven approach

Shifts the focus to the method being driven by data.

from a data perspective

Highlights the viewpoint or angle of approach.

leveraging data to initiate

Implies using data as a tool to start something.

with data as the foundation

Emphasizes the foundational role of data.

data-centric initiation

A more formal or technical variation.

drawing from data

Suggests extracting information from data as the beginning.

data-informed beginning

Focuses on the beginning being informed or guided by the data.

FAQs

How can I use "starting from data" in a sentence?

You can use "starting from data" to introduce a process or analysis that begins with a specific dataset. For example, "Starting from data collected in the field, we analyzed the impact of the new policy."

What is an alternative to "starting from data"?

Alternatives include "based on data", "beginning with data", or "using data as a starting point".

Is "starting with data" the same as "starting from data"?

Yes, "starting with data" and "starting from data" are largely interchangeable and carry the same meaning. The choice often depends on stylistic preference.

What kind of data is most appropriate to use with the phrase "starting from data"?

The phrase "starting from data" can be used with any type of data, whether it is quantitative or qualitative. The key is that the data serves as the initial point for analysis or action.