develop a predictive model

USAGE SUMMARY

The phrase "develop a predictive model" is correct and usable in written English.
You can use it in contexts related to data analysis, machine learning, or statistical modeling where you aim to create a model that forecasts outcomes based on input data. Example: "Our team is working to develop a predictive model that can accurately forecast customer behavior based on past purchasing patterns."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

Here, we sought to develop a predictive model (prediction sample) of clinical outcome for paediatric OHCA by using SDA on nationwide Utstein-style data available in Japan, and to subsequently confirm the validity of this model (validation sample).

BMJ Open

We examined whether self-reported employee health status data can improve the performance of administrative data-based models for predicting future high health costs, and develop a predictive model for predicting new high cost individuals.

BMC Health Services Research

Our modelling strategy was to develop a predictive model that maximized the model R2.

Atmospheric Environment

The development of a semimechanistic model accentuates the ability to develop a predictive model for improved process operation.

Predictive Modeling of Pharmaceutical Unit Operations

The broad objective is to develop a predictive model that can assist the design and development of large-scale grid-storage batteries.

Electrochimica Acta

The few studies that attempt to include information gained from clinical history to predict the risk of endometrial carcinoma are too small to develop a predictive model (Weber et al, 1999; Bachmann et al, 2003).

British Journal of Cancer

The researchers are now looking for other long-term data sets in similarly undisturbed watersheds like the Upper Snake River, both to corroborate their findings and develop a predictive model of how mineralized watersheds might react to climate change.

The New York Times

To develop a predictive model for failed extubation.

Intensive Care Medicine Experimental

The purpose of this study was to develop a predictive model for preeclampsia.

American Journal of Obstetrics and Gynecology

Additionally, to develop a predictive model for empirical parameters based on drugs' physicochemical properties.

Materials Science and Engineering: C

Furthermore, we develop a predictive model combining EEG-awakening and GCS scores that has an outstanding prognostic value.

Annals of Intensive Care

Expert writing Tips

Best practice

When using "develop a predictive model", clearly define the scope and limitations of your model. Specify the data used, the target outcomes, and any assumptions made during the development process.

Common error

Avoid claiming perfect accuracy for your predictive model. Always acknowledge potential errors and uncertainties, and provide metrics that quantify the model's performance. Use confidence intervals or error rates to provide a more realistic assessment.

Linguistic Context

The phrase "develop a predictive model" functions as a verb phrase, typically used to describe the action of creating or building a model that can forecast future outcomes based on existing data. Ludwig AI confirms its correct usage.

Expression frequency: Very common

Frequent in

Science

88%

News & Media

7%

Formal & Business

5%

Less common in

Encyclopedias

0%

Wiki

0%

Reference

0%

Ludwig's WRAP-UP

The phrase "develop a predictive model" is a grammatically sound and widely used expression, particularly in scientific and technical fields. As Ludwig AI confirms, it effectively describes the creation of a forecasting tool based on data analysis. When using this phrase, clarity in defining the model's scope and acknowledging potential uncertainties is crucial. Related phrases, like "build a forecasting model", can offer nuanced alternatives depending on the context. Predominantly found in scientific literature, it maintains a formal and professional tone, making it suitable for academic, research, and business communications.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

build a forecasting model

Focuses on the construction aspect of the model, emphasizing its use for forecasting.

create a predictive algorithm

Highlights the algorithmic nature of the model, useful in computer science contexts.

establish a predictive framework

Emphasizes the structural and foundational aspects of the modeling process.

formulate a predictive system

Suggests a more complex and interconnected approach to prediction.

design a predictive tool

Focuses on the practical application and utility of the model.

engineer a predictive solution

Highlights the technical and problem-solving aspects of the model development.

pioneer a predictive approach

Emphasizes innovation and novelty in the predictive methodology.

advance a predictive paradigm

Implies a significant shift or evolution in the way predictions are made.

construct a predictive capability

Stresses the ability and capacity to make predictions effectively.

devise a predictive strategy

Highlights the strategic and planning elements involved in prediction.

FAQs

How can I use "develop a predictive model" in a research paper?

In academic writing, use "develop a predictive model" to describe the process of creating a statistical or machine learning model that forecasts future outcomes based on input data. For example: "This study aims to "develop a predictive model" for customer churn using historical transaction data."

What are some alternatives to "develop a predictive model"?

You can use alternatives like "build a forecasting model", "create a predictive algorithm", or "establish a predictive framework" depending on the specific context and emphasis you want to convey.

What key elements should I include when I describe the process to "develop a predictive model"?

When describing the development process, include details about the data sources, feature selection, model type, validation techniques, and performance metrics. Clear documentation ensures reproducibility and transparency.

Is it correct to use "develop a predictive model" in business contexts?

Yes, it is appropriate. In business, "develop a predictive model" is commonly used to describe creating models for forecasting sales, predicting customer behavior, assessing risk, and optimizing resource allocation. For instance: "The company plans to "develop a predictive model" to forecast product demand for the next quarter."