Vocabulary Words Every Data Analyst Should Know

Data

Definition: Information collected for analysis.

• The data shows an increase in sales.
• We need to analyze the data carefully.
• His research includes a lot of data.

Data in a sentence

Chart

Definition: A visual representation of data or information.

• We used a chart to show our progress.
• The chart displays the results of the survey.
• Can you read this chart for me?

Chart in a sentence

Table

Definition: A piece of furniture with a flat surface used for eating or working.

• We set the table for dinner.
• He wrote his homework on the table.
• The table is made of wood and looks nice.

Table in a sentence

Graph

Definition: A visual representation of data, often using lines or bars.

• The graph shows how temperatures change throughout the year.
• He created a graph to display his survey results.
• Understanding the graph helps us see the trends.

Graph in a sentence

Number

Definition: A mathematical value used for counting or measuring.

• My favorite number is seven.
• There are many numbers in a phone book.
• We use numbers in everyday life, like for telling the time.

Number in a sentence

Report

Definition: A spoken or written account of something.

• I need to write a report about my science project.
• The news report covered the recent event.
• He will report the findings to the class.

Report in a sentence

Find

Definition: To discover or locate something that was lost or hidden.

• I need to find my keys before leaving the house.
• She hopes to find a good book to read.
• Understanding how to find things can improve organization.

Find in a sentence

Show

Definition: to present or display something

• She will show her artwork at the gallery.
• He wanted to show his friends the new game.
• The teacher will show a video during class.

Show in a sentence

Mean

Definition: To have a particular significance or to be unkind.

• What does this word mean in English?
• Don't mean to hurt someone's feelings.
• He didn't mean to be rude; he was just tired.

Mean in a sentence

Total

Definition: the complete amount or sum

• The total cost of the items is $50.
• She calculated the total for the bill.
• Understanding total helps in math.

Total in a sentence

Count

Definition: To determine the total number of something.

• Can you count to ten?
• I will count the money.
• She can count all the stars in the sky.

Count in a sentence

Less

Definition: A smaller amount or degree; opposite of more.

• She wanted less sugar in her tea.
• He had less time to finish his homework today.
• Understanding less can help in making choices.

Less in a sentence

More

Definition: A greater quantity or degree; additional.

• Can I have more water, please?
• She wants to learn more about science.
• They need more time to finish the project.

More in a sentence

Change

Definition: To make something different; the act of becoming different.

• She decided to change her hairstyle.
• He likes to change his routine every month.
• Change is a natural part of life.

Change in a sentence

Value

Definition: The importance or worth of something.

• Honesty has great value in life.
• The value of gold is very high.
• She understands the value of hard work.

Value in a sentence

Group

Definition: A number of people or things that are located, gathered, or classed together.

• We worked in a group for the science project.
• A group of students went on a field trip.
• The group will meet every Wednesday to discuss their plans.

Group in a sentence

Simple

Definition: Easily understood; not complicated.

• The instructions were simple and clear.
• She prefers simple designs in her artwork.
• He likes simple meals that are quick to prepare.

Simple in a sentence

Same

Definition: Not different, alike.

• We have the same shoes.
• They are in the same class.
• She gave the same answer.

Same in a sentence

Part

Definition: A piece or segment of something larger.

• She took part in the school play.
• Each part of the machine has a specific function.
• Understanding how parts work together is key to understanding systems.

Part in a sentence

Use

Definition: To employ something for a purpose.

• I use a pencil to write.
• They will use the computer for research.
• She knows how to use the new software.

Use in a sentence

Median

Definition: the middle number in a set of numbers

• To find the median, you must arrange the numbers in order.
• The median score of the test was higher than expected.
• In math class, we learned how to calculate the median.

Median in a sentence

Mode

Definition: A way or manner of doing something; also refers to a state or condition.

• He switched the mode on his camera for better pictures.
• The game has a multiplayer mode.
• She prefers the quiet mode when studying.

Mode in a sentence

Average

Definition: The typical amount or level calculated by adding and dividing.

• The average score in the class was 85%.
• She is just an average student, but she works hard.
• Finding the average height can help in understanding growth.

Average in a sentence

Trend

Definition: A general direction in which something is developing or changing.

• The trend in fashion changes every year.
• He noticed a trend of more people using bicycles.
• Social media is a growing trend among teens.

Trend in a sentence

Survey

Definition: A method of collecting information from people.

• We conducted a survey to gather opinions.
• The survey results will help us improve.
• Many people participated in the survey last week.

Survey in a sentence

Result

Definition: The outcome or effect of something.

• The result of the test was better than expected.
• She was happy with the result of her hard work.
• The result of the experiment showed a clear answer.

Result in a sentence

Sample

Definition: A small part or example of something used to show the quality or characteristics.

• They took a sample of the water for testing.
• I received a sample of the new product.
• She provided a sample of her work for review.

Sample in a sentence

Analyze

Definition: To examine something in detail to understand it better.

• He will analyze the data for his report.
• She learned how to analyze texts critically.
• They need to analyze the results before making decisions.

Analyze in a sentence

Compare

Definition: to examine the similarities and differences

• Let's compare our test scores to see who did better.
• She likes to compare different types of fruits.
• You can compare the prices before buying.

Compare in a sentence

Calculate

Definition: To determine a number or amount through mathematical processes.

• You need to calculate the total cost of the groceries.
• He learned how to calculate his grades for school.
• Understanding how to calculate is essential in math.

Calculate in a sentence

Analysis

Definition: The detailed examination of something to understand it better.

• He did an analysis of the data for his project.
• Her analysis showed interesting results.
• They worked together on the analysis of the report.

Analysis in a sentence

Variable

Definition: Something that can change or vary; not constant.

• The weather is a variable that affects our plans.
• In math, a variable represents an unknown number.
• There are many variables to consider in the experiment.

Variable in a sentence

Statistic

Definition: A numerical fact or piece of data.

• The statistic shows the number of students in school.
• She looked at the statistic to understand trends.
• Statistics can help us make informed decisions.

Statistic in a sentence

Pattern

Definition: A repeated decorative design or a regular sequence of events.

• The fabric has a beautiful floral pattern on it.
• We noticed a pattern in the way he solved the problems.
• Understanding patterns can help with predicting outcomes.

Pattern in a sentence

Research

Definition: A careful study to learn more about something.

• We need to do research for our project.
• Her research on animals was fascinating.
• He enjoys research in science.

Research in a sentence

Method

Definition: A way of doing something.

• This method helps us learn faster.
• We need to find a new method to solve this problem.
• Her method for studying is very effective.

Method in a sentence

Conclusion

Definition: The final part of something; a decision or opinion formed after consideration.

• His conclusion was based on the evidence presented.
• She reached a conclusion after analyzing the data.
• Understanding conclusions is important for critical thinking.

Conclusion in a sentence

Insight

Definition: the ability to understand something deeply

• He gained insight into human behavior.
• Her insight helped solve the problem.
• They discussed the insight gained from the research.

Insight in a sentence

Observation

Definition: The act of watching something carefully to gain information.

• Her observation of the stars was amazing.
• He made an observation about the weather.
• The scientist's observation helped with the research.

Observation in a sentence

Distribution

Definition: The way something is spread out or shared among people.

• The distribution of food was well organized.
• They studied the distribution of plants in the area.
• Distribution of resources is vital for fairness.

Distribution in a sentence

Hypothesis

Definition: A proposed explanation for a phenomenon, often based on limited evidence.

• The scientist tested her hypothesis about plant growth.
• We formed a hypothesis before starting our experiment.
• His hypothesis was proven correct after the tests.

Hypothesis in a sentence

Correlation

Definition: A mutual relationship or connection between two or more things.

• There is a correlation between study habits and grades.
• She examined the correlation between exercise and health.
• Understanding correlation is vital in research.

Correlation in a sentence

Dataset

Definition: A collection of related data, often used for analysis.

• The dataset included information from various sources.
• He analyzed the dataset for trends.
• A clean dataset is essential for accurate results.

Dataset in a sentence

Sampling

Definition: The process of selecting a subset from a larger group.

• Sampling helps researchers gather data efficiently.
• They used random sampling in their study.
• Sampling techniques can impact results.

Sampling in a sentence

Inference

Definition: A conclusion reached based on evidence and reasoning rather than explicit statements.

• He made an inference about the character's feelings from the text.
• Inferences help us understand what is not directly stated.
• Understanding inference improves critical thinking skills.

Inference in a sentence

Visualization

Definition: The act of creating images or diagrams in the mind or on paper to understand information better.

• Visualization helps in understanding complex concepts.
• She used visualization techniques to prepare for her presentation.
• The teacher encouraged students to use visualization for math problems.

Visualization in a sentence

Regression

Definition: A return to a previous, less advanced state.

• Regression in skills can happen after a break.
• The regression of the project was disappointing.
• He studied regression in his psychology class.

Regression in a sentence

Outlier

Definition: A data point or observation that differs significantly from others.

• In statistics, an outlier can skew results.
• The scientist investigated the outlier in the experiment.
• Understanding outliers is important for accurate analysis.

Outlier in a sentence

Algorithm

Definition: A step-by-step procedure for solving a problem or completing a task.

• An algorithm can help computers perform calculations.
• He learned about algorithms in his computer science class.
• Understanding algorithms is essential for programming.

Metric

Definition: A standard of measurement used to assess performance or progress.

• The school uses a metric to evaluate student success.
• He learned about various metrics in his math class.
• Understanding metric systems is important for accurate data analysis.

Metric in a sentence

Dashboard

Definition: A panel containing controls and displays for a vehicle or system.

• The car's dashboard shows the speed.
• He checked the dashboard for warnings.
• The dashboard has many important indicators.

Dashboard in a sentence

Prediction

Definition: A statement about what will happen in the future.

• The weather prediction said it would rain tomorrow.
• Her prediction about the game was correct.
• Understanding predictions can help in planning events.

Prediction in a sentence

Anomaly

Definition: A deviation from the common rule or form.

• The weather pattern showed an anomaly this season.
• Finding an anomaly in the results raised questions.
• The anomaly was later explained through further research.

Anomaly in a sentence

Interpretation

Definition: the act of explaining or understanding something

• His interpretation of the poem was interesting.
• She gave a clear interpretation of the rules.
• The interpretation of the data helped us understand better.

Interpretation in a sentence

Methodology

Definition: A system of methods used in a particular area of study or activity.

• The researcher explained her methodology in the report.
• He learned different methodologies in his science class.
• Understanding methodology is important for conducting research.

Methodology in a sentence

Quantitative

Definition: Related to measuring or counting; involves numbers.

• Quantitative data is important for statistical analysis.
• She conducted a quantitative study on student performance.
• Quantitative research helps to gather measurable results.

Quantitative in a sentence

Qualitative

Definition: Related to descriptions or characteristics rather than numbers.

• Qualitative research focuses on opinions and experiences.
• She conducted a qualitative study on student behavior.
• Qualitative data can provide deep insights.

Qualitative in a sentence

Predictive

Definition: Relating to the ability to predict or foresee something.

• The predictive model helped forecast sales.
• She used predictive analytics to improve outcomes.
• Understanding predictive tools can enhance strategic planning.

Predictive in a sentence

Framework

Definition: A basic structure that supports something.

• The framework of the building is strong.
• We created a framework for our research project.
• Understanding the framework helps in problem-solving.

Framework in a sentence

Aggregation

Definition: The process of gathering items into a whole.

• Aggregation of data is important for research.
• The aggregation of different opinions led to new ideas.
• She studied the aggregation of materials in nature.

Aggregation in a sentence

Normalization

Definition: The process of making something standard or normal; often used in data processing.

• Normalization helps to reduce redundancy in databases.
• She studied normalization techniques for her project.
• The normalization of the data improved analysis accuracy.

Normalization in a sentence

Segmentation

Definition: The process of dividing something into parts or sections.

• Market segmentation helps businesses target their audience.
• They used segmentation to analyze customer preferences.
• Segmentation is important in data analysis.

Segmentation in a sentence

Benchmarking

Definition: The process of comparing performance metrics to industry standards.

• Benchmarking helps identify areas for improvement.
• She conducted benchmarking to assess the company's efficiency.
• Understanding benchmarking is essential for business growth.

Benchmarking in a sentence

Data Mining

Definition: The practice of analyzing large sets of data to discover patterns and insights.

• Data mining helps businesses understand customer behavior.
• She studied data mining techniques for her project.
• Understanding data mining is important for informed decision-making.

Data Mining in a sentence

Dimensionality

Definition: the number of dimensions in a space or object

• The dimensionality of the problem made it complex.
• She learned about dimensionality in geometry class.
• Understanding dimensionality helps in visualizing objects.

Dimensionality in a sentence

Synthesis

Definition: The combination of different ideas or elements to form a new whole.

• Synthesis of information is important in writing essays.
• The synthesis of various sources improved her research.
• He focused on the synthesis of art and science in his project.

Synthesis in a sentence

Validation

Definition: the act of confirming or supporting something

• Validation of the results is crucial for the research.
• She received validation from her peers for her project.
• The process requires validation to ensure accuracy.

Validation in a sentence

Simulation

Definition: A model or representation used to mimic real-world processes.

• The class used a simulation to learn about weather patterns.
• He enjoyed the flight simulation game.
• The simulation helped students understand the concept better.

Simulation in a sentence

Optimization

Definition: The process of making something as effective or functional as possible.

• They focus on optimization to improve performance.
• Website optimization helps increase traffic.
• He learned about optimization techniques in class.

Optimization in a sentence

Granularity

Definition: The level of detail or fineness in a material or process.

• The granularity of the sand affects how it can be used.
• In art, granularity can impact the final appearance.
• The granularity of the data was suitable for analysis.

Granularity in a sentence

Pipeline

Definition: A long tube through which liquids or gases flow.

• The pipeline carries water from the reservoir to the city.
• They built a new pipeline to transport oil.
• The pipeline was inspected for leaks regularly.

Pipeline in a sentence

Exploratory

Definition: Involving investigation or examination; seeking to discover.

• The exploratory study aimed to gather initial data.
• They took an exploratory approach to the new topic.
• Understanding exploratory methods enhances research skills.

Exploratory in a sentence

Reporting

Definition: The act of presenting news or information.

• Reporting the news requires accuracy and fairness.
• He enjoys reporting on local events for the newspaper.
• Her reporting skills improved after practice.

Reporting in a sentence

Clustering

Definition: The process of grouping items or data points based on similarities.

• Clustering can reveal important trends in data.
• She studied clustering in her computer science class.
• The clustering of flowers created a beautiful garden.

Clustering in a sentence

Metadata

Definition: Data that provides information about other data; helps organize and categorize information.

• The photo had metadata showing the date it was taken.
• Understanding metadata is important for digital files.
• They used metadata to improve the search function.

Metadata in a sentence

Architecture

Definition: The art and science of designing buildings and structures.

• He studies architecture at university.
• The architecture of the old building is beautiful.
• She wants to become an architect and design homes.

Architecture in a sentence

Resilience

Definition: The ability to recover quickly from difficulties; toughness.

• Her resilience helped her overcome challenges.
• He admired her resilience during tough times.
• They teach kids about resilience in school.

Resilience in a sentence

Scalability

Definition: The ability of a system to handle growth or increased demand.

• The software has great scalability for future users.
• Scalability is important for business growth.
• They are looking for solutions to improve scalability.

Scalability in a sentence

Interoperability

Definition: the ability of different systems to work together

• Interoperability is crucial for technology integration.
• They focused on improving interoperability between software.
• The project aims to enhance interoperability across platforms.

Interoperability in a sentence

Governance

Definition: The way in which organizations or countries are managed and controlled.

• Good governance ensures fairness and accountability.
• She studied governance in her political science class.
• Understanding governance is crucial for effective leadership.

Governance in a sentence

Ethics

Definition: Moral principles that govern behavior; what is right or wrong.

• Ethics are important in making decisions.
• The class discussed ethics in business.
• She believes in strong ethics in her work.

Ethics in a sentence

Transparency

Definition: The quality of being open and honest; allowing others to see what is happening.

• Transparency in business builds trust with customers.
• The company values transparency in its operations.
• Understanding transparency is important for good governance.

Transparency in a sentence

Automation

Definition: The use of technology to perform tasks without human intervention.

• Automation can improve efficiency in manufacturing.
• Many industries are moving toward greater automation.
• He studied the impact of automation on jobs.

Automation in a sentence

Integration

Definition: The process of combining or bringing together parts into a whole.

• The integration of technology in classrooms enhances learning.
• They worked on the integration of different cultures.
• Integration is important for a harmonious society.

Integration in a sentence

Workflow

Definition: The sequence of processes through which a piece of work passes from initiation to completion.

• Understanding workflow helps improve productivity.
• She designed a new workflow for the project team.
• Effective workflow management can streamline operations.

Workflow in a sentence

Repository

Definition: a place where things are stored

• The library serves as a repository for historical documents.
• They created a digital repository for their research.
• The repository contains valuable data for researchers.

Repository in a sentence

Annotation

Definition: A note added to a text to explain or comment on something; a form of explanation.

• She made an annotation on the text to clarify her thoughts.
• The teacher encourages annotation to enhance understanding.
• His annotation helped his classmates during the discussion.

Annotation in a sentence

Categorization

Definition: The process of grouping items or ideas based on shared characteristics.

• Categorization helps organize information for better understanding.
• She used categorization to sort her books by genre.
• Understanding categorization is important in research.

Categorization in a sentence

Classification

Definition: The process of arranging or organizing things into groups based on shared characteristics.

• Scientists use classification to categorize living organisms.
• In school, we studied the classification of animals.
• Understanding classification helps in organizing information.

Classification in a sentence

Standardization

Definition: The process of making things conform to a standard; ensuring consistency.

• Standardization helps improve product quality.
• They focused on standardization to streamline processes.
• Understanding standardization is important in manufacturing.

Standardization in a sentence

Documentation

Definition: The act of providing written evidence or records; materials that provide information.

• Proper documentation is important for legal processes.
• She prepared the documentation for the project.
• The documentation helped clarify the procedures.

Documentation in a sentence

Compliance

Definition: Following rules or standards.

• The company is in compliance with safety regulations.
• They ensured compliance with the new laws.
• She checked for compliance with the guidelines.

Compliance in a sentence

Insightfulness

Definition: The quality of being insightful; the ability to understand things clearly.

• Her insightfulness helped the team succeed.
• He admired her insightfulness in addressing problems.
• Insightfulness is a valuable trait in leaders.

Relevance

Definition: The quality of being closely connected or appropriate.

• The relevance of her research was clear to all.
• He discussed the relevance of history in today's world.
• Understanding the relevance of a topic enhances learning.

Relevance in a sentence

Accuracy

Definition: The quality of being correct or precise.

• We need to ensure the accuracy of our measurements.
• The accuracy of the information is crucial.
• She values accuracy in her research.

Accuracy in a sentence

Precision

Definition: the quality of being exact and accurate

• The engineer worked with precision on the project.
• She measured the ingredients with precision.
• Precision is important in scientific experiments.

Precision in a sentence

Consistency

Definition: The quality of being steady and uniform; harmony of parts.

• She valued consistency in her study habits.
• The cake should have a smooth consistency before baking.
• Consistency in practice leads to improvement.

Consistency in a sentence

Reliability

Definition: The quality of being dependable or trustworthy.

• Reliability is important in both friends and products.
• Her reliability made her a valued team member.
• Understanding reliability helps in making informed choices.

Reliability in a sentence

Usability

Definition: The ease of use and effectiveness of a product or system.

• The app was designed with usability in mind.
• Usability testing helps improve user experience.
• He focuses on usability in his web design projects.

Usability in a sentence

Accessibility

Definition: The quality of being easy to reach or use.

• The website improved its accessibility for all users.
• Accessibility is crucial for people with disabilities.
• They focused on accessibility in their new building design.

Accessibility in a sentence

Interactivity

Definition: The degree to which users can participate in the content.

• The interactivity of the website keeps users engaged.
• High interactivity is important for learning.
• They measured interactivity to improve user experience.

Engagement

Definition: An agreement to get married; involvement in an activity.

• Their engagement was announced last week.
• She has a strong engagement in her studies.
• The engagement party was a lot of fun.

Engagement in a sentence

Narrative

Definition: a story or account of events

• The narrative of the book was captivating.
• She wrote a narrative about her summer vacation.
• The narrative included many interesting characters.

Narrative in a sentence

Storytelling

Definition: The art of telling stories, often used in literature and oral traditions.

• Storytelling plays a key role in cultural traditions.
• She enjoys storytelling during her class.
• They learned about the elements of effective storytelling.

Storytelling in a sentence

Scenario

Definition: A situation or sequence of events that might happen; a possible outcome.

• In this scenario, we would need to find a quick solution.
• The teacher presented a scenario for us to discuss.
• Understanding different scenarios helps with planning.

Scenario in a sentence

Impact

Definition: The strong effect or influence something has.

• The impact of the storm was severe.
• They discussed the impact of climate change.
• Her speech made a big impact on the audience.

Impact in a sentence

Paradigm

Definition: A typical example or pattern of something; a model or framework.

• The scientific paradigm shifted with new discoveries.
• He followed the traditional paradigm for solving the problem.
• In school, we learned about different paradigms in science.

Paradigm in a sentence

Exploration

Definition: The action of traveling through an unfamiliar area to learn about it.

• Exploration of the ocean reveals many wonders.
• Space exploration has led to many discoveries.
• They planned an exploration of the nearby forest.

Exploration in a sentence

Discovery

Definition: The act of finding or learning something new.

• The scientist made a great discovery.
• Her discovery changed the way we think about health.
• They celebrated the discovery of a new species.

Discovery in a sentence

Feedback

Definition: Information or comments about someone's performance or work.

• The teacher gave feedback on my essay.
• He appreciated the feedback from his peers.
• Constructive feedback helps improve skills.

Feedback in a sentence

Iteration

Definition: A version or repetition of a process or product; a cycle of improvements.

• The first iteration of the app had many bugs.
• Each iteration brought new features and fixes.
• They completed several iterations before the final release.

Iteration in a sentence

Refinement.

Definition: same as above; improvement

• The refinement of the model took several weeks.
• They focused on refinement to enhance the project.
• Her art shows great refinement and detail.

Analytics

Definition: The systematic analysis of data to gain insights and inform decisions.

• Analytics can help businesses understand customer behavior.
• She used analytics to improve the marketing strategy.
• Effective analytics can drive growth and innovation.

Analytics in a sentence

Inferential

Definition: Relating to the process of drawing conclusions from evidence.

• His inferential reasoning helped solve the mystery.
• Inferences are often inferential in nature.
• The inferential data provided insights into the study.

Inferential in a sentence

Statistical

Definition: Related to the collection, analysis, interpretation, or presentation of data.

• Statistical data helps researchers draw conclusions.
• He learned about statistical methods in math class.
• Understanding statistical information is important for research.

Statistical in a sentence

Heuristic

Definition: A problem-solving approach that uses practical methods or shortcuts.

• He used a heuristic method to find a solution quickly.
• Heuristic strategies can help in decision-making.
• Understanding heuristics can improve critical thinking.

Heuristic in a sentence

Dimension

Definition: A measurable extent of some kind, such as length, width, or height.

• The dimension of the room is 10 feet by 12 feet.
• She learned about the dimension of shapes in math class.
• Understanding dimension is important in design and construction.

Dimension in a sentence

Pivot

Definition: To turn or rotate on a point; a central point of change.

• He had to pivot quickly to avoid falling.
• The team decided to pivot their strategy for success.
• She learned to pivot gracefully in her dance class.

Pivot in a sentence

Descriptive

Definition: Giving details to create a clear picture.

• She wrote a descriptive paragraph about her dog.
• Descriptive language makes stories more vivid.
• Using descriptive words can enhance your writing.

Descriptive in a sentence

Prescriptive

Definition: Relating to the establishment of rules or guidelines, often in language or behavior.

• The teacher used a prescriptive approach to grammar.
• They discussed the prescriptive norms in the classroom.
• Prescriptive guidelines help maintain standards.

Prescriptive in a sentence

Reproducibility

Definition: the ability to reproduce results or findings

• Reproducibility is essential in scientific research.
• The study's reproducibility was confirmed by other scientists.
• They emphasized the importance of reproducibility in their experiments.

Reproducibility in a sentence

Bias

Definition: A preference or inclination, often unfair; prejudice.

• The article showed a bias against the topic.
• We must recognize our own biases.
• His bias affected the way he viewed the situation.

Bias in a sentence

Modeling

Definition: The act of creating a representation of something, often for analysis or simulation.

• Modeling is used in science to predict outcomes.
• They enjoyed modeling for the fashion show.
• Understanding modeling techniques helps in design.

Modeling in a sentence

Cleansing

Definition: The act of cleaning or purifying, especially the skin.

• Cleansing is an important step in skincare.
• She enjoys a cleansing facial treatment.
• Cleansing helps remove impurities from the skin.

Cleansing in a sentence

Transformation

Definition: A thorough or dramatic change in form or appearance.

• The transformation of the caterpillar into a butterfly is fascinating.
• She experienced a transformation after her travels.
• Understanding transformation can inspire personal growth.

Transformation in a sentence

Insights

Definition: Deep understanding or awareness about a subject.

• The report provided valuable insights into the market.
• Her insights helped improve the project.
• They gained insights from the survey results.