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Question 1

is the process of inspecting, cleaning, transforming, and modeling data to discover useful information, draw conclusions, and support decision-making.

Answer 1

Data analysis

Question 2

It plays a crucial role in research by providing insights and validating hypotheses.

Answer 2

Data analysis

Question 3

Data analysis is the process of ____________, ___________, ____________, and _________________ to discover useful information, draw conclusions, and support decision-making.

Answer 3

inspecting
cleaning
transforming
modeling data

Question 4

Data analysis is the process of inspecting, cleaning, transforming, and modeling data to discover useful information, draw ___________, and support ____________________.

Answer 4

conclusions
decision-making

Question 5

Data analysis is the process of inspecting, cleaning, transforming, and modeling data to discover useful information, draw conclusions, and support decision-making. It plays a ____________in research by providing insights and validating hypotheses.

Answer 5

crucial role

Question 6

Data analysis is the process of inspecting, cleaning, transforming, and modeling data to discover useful information, draw conclusions, and support decision-making. It plays a crucial role in research by providing ___________ and validating _____________.

Answer 6

insights
hypotheses

Question 7

3 Different types of Data in Research

Answer 7

Quantitative Data
Qualitative Data
Mixed Methods Data

Question 8

Information expressed in numbers and
measurable quantities. Examples include
survey responses and experimental data.

Answer 8

Quantitative Data

Question 9

Descriptive data that cannot be easily
measured or expressed numerically. It
involves observations, interviews, and
focus groups.

Answer 9

Qualitative Data

Question 10

A combination of quantitative and qualitative data to gain a comprehensive understanding of the research topic.

Answer 10

Mixed Methods Data

Question 11

Quantitative Data
Information expressed in _________ and
measurable ___________. Examples include survey responses and experimental data.

Answer 11

numbers
quantities

Question 12

Quantitative Data
Information expressed in numbers and
measurable quantities. Examples include
___________________ and __________________________

Answer 12

survey responses
experimental data.

Question 13

Qualitative Data
Descriptive data that cannot be easily
measured or expressed numerically. It
involves ____________, _________, and
focus __________.

Answer 13

observations
interviews,
groups

Question 14

Mixed Methods Data
A combination of _______________ and _______________ data to gain a comprehensive understanding of the research topic.

Answer 14

quantitative
qualitative

Question 15

3 Methods of Data Analysis

Answer 15

Descriptive Analysis
Inferential Analysis
Exploratory Analysis

Question 16

Summarizing and describing the main characteristics of data, such as mean,
median, and standard deviation.

Answer 16

Descriptive Analysis

Question 17

Using statistical techniques to make predictions and generalizations about a
larger population based on a sample of data.

Answer 17

Inferential Analysis

Question 18

Identifying patterns, relationships, and trends to generate new hypotheses and
insights.

Answer 18

Exploratory Analysis

Question 19

Tools like R, Python, and Excel provide powerful capabilities for processing, analyzing, and visualizing data.

Answer 19

data analysis software

Question 20

Tools for Data Analysis

Data Analysis Software
Tools like R, _________, and _______ provide powerful capabilities for processing, analyzing, and visualizing data.

Answer 20

Python
Excel

Question 21

Tools for Data Analysis

Data Analysis Software
Tools like R, Python, and Excel provide powerful capabilities for processing, ______________, and _________________.

Answer 21

analyzing
visualizing data.

Question 22

Graphical representation of data
using charts, maps, and graphs
to help gain insights and
communicate findings
effectively.

Answer 22

Data Visualization

Question 23

compare numerical data and demonstrated growth

Answer 23

Bar chart

Question 24

• show how individual parts make up a whole

Answer 24

pie/donut chart

Question 25

- demonstrate change and progress

Answer 25

Line chart

Question 26

- visualize relationships among numerical variables

Answer 26

Bubble chart

Question 27

- compare data, show prices for services, create reports,etc.

Answer 27

Table

Question 28

A form of visually displaying data through various methods like graphs, diagrams, charts, and plots. It helps in sorting, visualizing, and presenting data in a clear manner through different types of graphs. Statistics mainly use graphical representation to show data.

Answer 28

Graphical Representation

Question 29

It helps in sorting, visualizing, and presenting data in a clear manner through different types of graphs. Statistics mainly use graphical representation to show data.

Answer 29

Graphical Representation

Question 30

2 Challenges in Data Analysis

Answer 30

Data Quality Data privacy

Question 31

Ensuring the accuracy, completeness, and reliability of data by addressing missing values, outliers, and inconsistencies.

Answer 31

Data Quality

Question 32

Protecting sensitive information and adhering to ethical guidelines in handling and sharing data.

Answer 32

Data Privacy

Question 33

____________________is a powerful tool that helps researchers explore and communicate their findings more effectively. Through charts, graphs, and infographics, patterns and trends in the data become more accessible and understandable to a wider audience. It enhances the impact of research and facilitates decision-making processes.

Answer 33

Data Visualization

Question 34

Data visualization is a _______________ that helps researchers explore and communicate their findings more effectively.

Answer 34

powerful tool

Question 35

Data visualization is a powerful tool that helps researchers explore and communicate their findings more effectively. Through ________, __________, and ____________, ___________and _________ in the data become more accessible and understandable to a wider audience.

Answer 35

charts graphs infographics patterns trends

Question 36

Data visualization is a powerful tool that helps researchers explore and communicate their findings more effectively. Through charts, graphs, and infographics, patterns and trends in the data become more accessible and understandable to a wider audience. It enhances the impact of __________ and ___________ ______________________________.

Answer 36

research facilitates decision-making processes.

Question 37

represent any data that has to do with geolocation.

Answer 37

Map

Question 38

it helps in sorting, visualizing, and presenting data in a clear manner through different types of graphs. statistics mainly use graphical representation to show data.

Answer 38

graphical representation