Module 1 Flashcards

1
Q

What is data?

A

A collection of facts.

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2
Q

What is data analysis?

A

The collection, transformation, and organization of data to draw conclusions, make predictions, and drive informed decision-making.

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2
Q

What does data include?

A

Numbers, pictures, videos, words, measurements, and observations.

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3
Q

How do we create data? Give two examples.

A

Using your phone: Every call, text, and app interaction.
Browsing online: Your search history, website visits, and online purchases.
Streaming music: The songs you listen to and playlists you create.
Using credit cards: Every purchase you make adds to a record of data.
Posting on social media: Your posts, likes, and comments all become part of massive datasets.
Using a GPS: Mapping a route or using navigation apps generates location data.

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4
Q

What is data analytics?

A

The science of data.

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5
Q

What is the data analysis process?

A
  1. Ask
  2. Prepare
  3. Process
  4. Analyze
  5. Share
  6. Act
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6
Q

Why do businesses need a way to control data?

A

So they can improve processes, identify opportunities and trends, launch new products, serve customers, and make thoughtful decisions.

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7
Q

Why do companies hire data analysts?

A

To control the waves of data they collect every day, make sense of it, and then draw conclusions or make predictions.

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8
Q

What is a good way to think about analysis?

A

Turning data into insights.

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9
Q

After analysts have created insights from data, what happens?

A

Those insights are shared with others, decisions are made, and businesses take action.

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10
Q

What is people analytics?

A

The practice of collecting and analyzing data on the people who make up a company’s workforce in order to gain insights to prove how the company operates.

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11
Q

Explain the data analysis process.

A

Ask: Define the problem or question you’re trying to solve.
Prepare: Gather the data needed from relevant sources.
Process Clean and organize the data to ensure accuracy and usability.
Analyze: Examine the data to uncover trends, patterns, and insights.
Share: Communicate your findings to decision-makers using reports, presentations, or visualizations.
Act: Implement recommendations and solutions based on the data insights.

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12
Q

What is data science?

A

Creating new ways of modeling and understanding the unknown by using raw data.

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13
Q

What is an ecosystem?

A

A group of elements that interact with one another.

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14
Q

What is a data ecosystem?

A

The various elements that interact with one another in order to product, manage, store, organize, and share data.

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15
Q

What does the data ecosystem include?

A

Hardware, software, and people, and often utilizes cloud-based storage for accessibility.

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16
Q

What is a cloud, and what does it refer to?

A

A place to keep data online, rather than a computer hard drive.
Instead of storing data somewhere inside your organization’s network, that data is accessed over the internet. It refers to the virtual location.

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17
Q

What is the job of a data analyst?

A

Their job is to harness the power of that data ecosystem, find the right information, and provide the team with analysis that helps them make smart decisions.

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18
Q

What do data scientists do?

A

They develop new models and insights with raw data, while data analysts answer existing questions using data sources.

19
Q

What is data-driven decision-making?

A

Using facts to guide business strategy.

20
Q

Give an example of data-driven decision-making.

A

Streaming services use data to analyze preferences, enabling them to suggest content that aligns with individual tastes and keeps them engaged.

21
Q

What is the first step in data-driven decision-making?

A

Figuring out the business ness, the problem that needs to be solved.

22
Q

What is a data analyst’s role in the process of data-driven decision-making?

A

They uncover trends and patterns, which can either reinforce existing strategies or guide businesses in entirely new directions.

23
Q

What is a subject matter expert?

A

Subject matter experts are individuals who provide valuable context, identify inconsistencies in data, and contribute to well-rounded decision-making.

24
Q

What is gut instinct?

A

Is an intuitive understanding of something with little to no explanation.

25
Q

What are analytical skills?

A

Qualities and characteristics associated with solving problems using facts.

26
Q

What are the five essential analytical skills?

A
  1. Curiosity
  2. Understanding context
  3. Having a technical mind
  4. Data design
  5. Data strategy
27
Q

What is context?

A

The condition in which something exists or happens; can be a structure or an environment

28
Q

What is a technical mindset?

A

Involves the ability to break things down into smaller steps or pieces and work with them in an orderly and logical way.

29
Q

What is an example of a technical mindset?

A

When paying your bills, you break down the process into smaller steps.
1. Sort them by due date.
2. Add them up and compare the amount to the balance in the bank account, which helps to see if you can pay the bills now or wait for next paycheck.
3. Finally, you pay the bills.

30
Q

What is data design?

A

How you organize information.

31
Q

As a data analyst, what does data design refer to?

A

A database.

32
Q

What is an example of data design?

A

The way contacts on a phone is organized; listed by first names instead of last, or or email addresses instead of names.

33
Q

What is data strategy?

A

The management of the people, processes, and tools used in data analysis.
1. You manage people by making sure they know how to use the right data to find solutions to the problem you’re working on.
2. For processes, it’s about making sure the path to the solution is clear and accessible.
3. For tools, you make sure the right technology is being used for the job.

34
Q

What is analytical thinking?

A

It involves identifying and defining a problem and then solving it by using data in an organized, step-by-step manner.

35
Q

What are key aspects of analytical thinking?

A

Visualization, strategic thinking, problem-orientation, correlation, big-picture and detail-orrientated thinking.

36
Q

What is visualization?

A

Utilizing visual aids like graphs and maps to understand and communicate information more effectively.

37
Q

What is strategic thinking?

A

Having a clear plan to achieve specific goals with data and ensuring the data collected is relevant and valuable.

38
Q

What is problem-orientation?

A

Focusing on identifying and understanding the problem throughout the data analysis process.

39
Q

What is correlation?

A

Recognizing relationships between different data points, two or more, to uncover potential patterns and trends.

40
Q

What is big-picture and detail-orrientated thinking?

A

Balancing the ability to see the overall context while also paying attention to specific details within the data.

41
Q

What does data analysis require in terms of thinking skills?

A

A blend of analytical, creative, and critical thinking skills.

42
Q

What is a root cause?

A

The reason why a problem occurs.

43
Q

What is gap analysis?

A

A method for examining and evaluating how a process works currently in order to get where you want to be in the future. The general approach is to understand where you are now compared to where you want to be; then you can identify the gaps that exist

44
Q

How do you reveal the root cause?

A

By using the Five Whys technique, ask why five times to reveal the root cause. By the fifth, you should have the final answer and get some useful and sometimes surprising insights.

45
Q

Why do businesses conduct gap analysis?

A

To improve the product and/or become more efficient.