Week 12-13

Question 1

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

Answer 1

Data analysis

Question 2

Different types of Data in Research

Answer 2

• Quantitative Data
• Qualitative Data
• Mixed Methods Data

Question 3

Methods of Data Analysis

Answer 3

• Descriptive Analysis
• Inferential Analysis
• Exploratory Analysis

Question 4

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

Answer 4

Quantitative Data

Question 5

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

Answer 5

Qualitative Data

Question 6

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

Answer 6

Mixed Methods Data

Question 7

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

Answer 7

Descriptive Analysis

Question 8

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

Answer 8

Inferential Analysis

Question 9

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

Answer 9

Exploratory Analysis

Question 10

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

Answer 10

Data Analysis Software

Question 11

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

Answer 11

Data Visualization

Question 12

Data Visualization Formats

Answer 12

• Bar Charts
• Pie/donut Chart
• Line Chart
• Bubble Chart
• Map
• Table

Question 13

Compare numerical data and demonstrate growth

Answer 13

Bar Charts

Question 14

Show how individual parts make up a whole

Answer 14

Pie/donut chart

Question 15

Demonstrate change and progress

Answer 15

Line chart

Question 16

Visualize relationships among numerical variables

Answer 16

Bubble chart

Question 17

Represent any data that has to do with geolocation

Answer 17

Map

Question 18

Compare data, show prices for services, create reports, etc

Answer 18

Table

Question 19

A form of visually displaying data
through various methods like
graphs, diagrams, charts, and plots.

Answer 19

Graphical Representation

Question 20

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

Answer 20

Data Quality

Question 21

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

Answer 21

Data Privacy

Question 22

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 22

Data visualization