Used and loved by millions

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 quote

Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

MitStanfordHarvardAustralian Nationa UniversityNanyangOxford

what-if analysis

Grammar usage guide and real-world examples

USAGE SUMMARY

The phrase "what-if analysis" is correct and usable in written English.
It is typically used in contexts involving decision-making, forecasting, or risk assessment to explore different scenarios and their potential outcomes. Example: "In our meeting, we conducted a what-if analysis to evaluate the impact of various market conditions on our sales projections."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

56 human-written examples

Low uncertainty, predictive Forecasts, projections What-if analysis; Forecasts, projections.

What-if analysis More focused than scenario analysis, usually quantitative.

What-if analysis; High uncertainty, explorative External Strategic; External.

Advanced analytics focuses on gauging the future and allowing what-if analysis.

c) Apply optimisation methods and use sensitivity and what-if analysis to validate the optimal solution.  .

Sensitivity and what-if analysis is the SOS tool to reach this optimal trade area improvement.

Clicking menu options is all that is needed to perform optimisation, sensitivity, and what-if analysis.

Show more...

Human-verified similar examples from authoritative sources

Similar Expressions

4 human-written examples

It examines different scenarios using the "What if analysis".

It is generally recognized that the "What If" analysis technique requires a better understanding of the process being reviewed.

Figure 4 shows a serious game that enables decision- and policy-makers to perform "what if?" analysis.

By using the information gathered from a Preliminary Hazard Analysis to generate process-specific or operation-specific questions used in a "What If" analysis, a hazard analysis technique was developed that was simultaneously flexible, versatile, and exhaustive.

Expert writing Tips

Best practice

Combine "what-if analysis" with visualization tools to effectively communicate complex scenarios and their implications to stakeholders, enhancing understanding and decision-making.

Common error

Avoid creating overly broad "what-if analysis" scenarios that lack specific variables or realistic ranges, as this can lead to vague or impractical conclusions. Ensure each scenario is well-defined and actionable.

Antonio Rotolo, PhD - Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Source & Trust

81%

Authority and reliability

4.5/5

Expert rating

Real-world application tested

Linguistic Context

The phrase "what-if analysis" functions as a noun phrase often used to describe a method of analyzing potential outcomes by varying assumptions. Ludwig AI confirms that it is correct and usable in written English.

Expression frequency: Very common

Frequent in

Science

66%

News & Media

19%

Formal & Business

15%

Less common in

Ludwig's WRAP-UP

The phrase "what-if analysis" is a noun phrase used to describe a method for exploring potential outcomes by changing inputs or assumptions. Ludwig AI confirms it is grammatically correct and frequently used in diverse fields like science, news, and business. It serves to inform decision-making by assessing various possible scenarios. While alternatives such as "scenario planning" and "sensitivity analysis" exist, "what-if analysis" remains a versatile tool for evaluating potential impacts and optimizing strategies.

FAQs

How is "what-if analysis" used in decision-making?

"What-if analysis" is used to assess various potential outcomes under different conditions, helping decision-makers understand risks and opportunities associated with each choice.

What is the difference between sensitivity analysis and "what-if analysis"?

Sensitivity analysis examines how changes in input variables affect the outcome of a model, while "what-if analysis" explores various hypothetical scenarios and their potential impacts. "Sensitivity analysis" focuses on input variations, whereas "what-if analysis" considers multiple complete scenarios.

When should I use "what-if analysis"?

Use "what-if analysis" when you need to evaluate the potential impact of different decisions, policies, or events, especially when uncertainty is high and the consequences of various outcomes need careful consideration.

What are some alternatives to "what-if analysis"?

Alternatives include "scenario planning", "contingency planning", and "simulation modeling", each offering a way to explore potential outcomes and inform decision-making in different contexts.

ChatGPT power + Grammarly precisionChatGPT power + Grammarly precision
ChatGPT + Grammarly

Editing plus AI, all in one place.

Stop switching between tools. Your AI writing partner for everything—polishing proposals, crafting emails, finding the right tone.

Source & Trust

81%

Authority and reliability

4.5/5

Expert rating

Real-world application tested

Most frequent sentences: