Duration
6 weeksWeekly study
5 hours100% online
How it works
Critical Evaluation in Data Science: Data, the World, and You
Learn how data analytics affects everyone with the University of Adelaide
In an increasingly data-centric world, a working understanding of data analytics and quantitative methods is essential for all members of society.
This six-week course will teach you fundamental quantitative methods for dealing with data. Armed with this knowledge, you’ll be able to interpret and critically evaluate claims you encounter in your day-to-day life.
Through case studies, you’ll explore the foundational concepts in data science and statistical thinking. You’ll also discover machine learning and data science methods, and understand both the possibilities and pitfalls of these emerging sciences.
Learn how to identify misleading statistics
When presented with claims in the media that are accompanied by statistics, diagrams, and outputs from technologies like AI and machine learning, how can we learn to not be fooled by these claims?
This course will help you understand misleading statistics and learn how to challenge them when they are presented to you.
Delve into sample, variability, and study design
Next, you’ll explore the different components of research including research questions, sampling, and variability.
Using case studies, you’ll explore how sampling can go wrong as you learn the best practices. You’ll then move on to study design to understand the types of studies you may encounter.
Unpack the rules for analysing data
On the final weeks of the course, you’ll explore how bias can infiltrate surveys. You’ll also discover basic rules for analysing data to ensure a fair result is achieved.
Armed with this knowledge, you’ll have the confidence to accurately read and interpret the data you are presented with in everyday life.
Syllabus
Week 1
Misleading statistics
Getting started
This section includes all the information you will need to get started in this course.
Introduction to Week 1
Let's take a look ahead to what we'll be covering this week.
Misleading statistics
Let's explore some common issues that arise with data collection and how they can result in misleading statistics.
How to fool the world with percentages
Learn some common techniques people use to mislead others with percentages.
Fermi estimation
Learn how to use Fermi estimation to make quick approximations or rough estimates based on limited information.
Statistics in the media
Learn how to separate statistics from misleading media narratives.
Bringing it all together
Let's reflect on what we've covered this week and take a look at what's coming up next.
Week 2
Sampling and variability
Introduction to Week 2
Let's take a look ahead to what we'll be covering this week.
Hempel's Paradox
Learn about the popular thought experiment, Hemple's Paradox and how it highlights the need for defined evidence and robust research questions.
Sampling
Learn more about the inherent limitations of sampling and how variability can impact findings.
Variability
Learn how variability impacts research studies and why researchers need to plan for it in their study designs.
Sample size and variability
Practise making scientific observations to experience first-hand how sample size and variability can impact research.
Assessment
This test will help you verify your understanding of the topics covered in Week 1 and Week 2. To earn a Certificate of Achievement on this course, you need to score an average of 70% or above on all test steps in the course.
Bringing it all together
Let's reflect on what we've covered this week and take a look at what's coming up next.
Week 3
Study design
Introduction to Week 3
Let's take a look ahead to what we'll be covering this week.
Generalisability
Learn how researchers make sure their findings are relevant and applicable to populations beyond their selected sample.
Types of studies
Learn some key terminology for investigating and discussing research studies.
Bringing it all together
Let's reflect on what we've covered this week and take a look at what's coming up next.
Week 4
Surveys and bias
Introduction to Week 4
Let's take a look ahead to what we'll be covering this week.
Surveys and bias
Learn about the different kinds of bias that can impact survey research and how researchers can mitigate bias in their survey design.
Leading questions
Learn how the phrasing and framing of questions can influence respondents and impact research findings.
Bias and precision
Discover how bias and precision impact the quality and reliability of research results.
Assessment
This test will help you verify your understanding of the topics covered in Week 3 and Week 4. To earn a Certificate of Achievement on this course, you need to score an average of 70% or above on all test steps in the course.
Bringing it all together
Let's reflect on what we've covered this week and take a look at what's coming up next.
Week 5
Analysing results
Introduction to Week 5
Let's take a look ahead to what we'll be covering this week.
What type of data is it?
Learn the characteristics of different types of research data and how to choose an appropriate way to analyse them.
Rules for surveys
Learn the core rules and principles for building sound surveys and analysing the data collected from them.
Right censoring
Learn what right censoring is and how it can impact survey results.
Bringing it all together
Let's reflect on what we've covered this week and take a look at what's coming up next.
Week 6
Sampling gone wrong
Introduction to Week 6
Let's take a look ahead to what we'll be covering this week.
Missing data
Discover the far-reaching implications of missing data on research studies.
The Tinder Example
Explore this real-world experiment example to learn the impacts of poor experiment design.
Experiment design
Let's review an experiment design to uncover methodological flaws and re-design the experiment to make it more robust.
Over-extrapolation
Learn how over-extrapolation can create misinformation and inaccurate conclusions.
Filter bubbles
Learn what filter bubbles are and their implications for research that use online platforms or social media.
Wald's Planes
Learn why it's important to critically evaluate the data at hand before drawing conclusions from it.
Assessment
This test will help you verify your understanding of the topics covered in the course. To earn a Certificate of Achievement on this course, you need to score an average of 70% or above on all test steps in the course.
Bringing it all together
Let's reflect on what we've covered this week and take a look at what's coming up next.
What's next?
Congratulations on reaching the end of the course. Let's reflect on what we've covered over the past weeks and look at ways for you to carry on learning!
When would you like to start?
Start straight away and join a global classroom of learners. If the course hasn’t started yet you’ll see the future date listed below.
Available now
Learning on this course
On every step of the course you can meet other learners, share your ideas and join in with active discussions in the comments.
What will you achieve?
By the end of the course, you‘ll be able to...
- Explain how data is created and collected in surveys.
- Explain common ways errors can be introduced into surveys and data collection practices.
- Identify some common ways statistics can be used to mislead people.
- Describe some common problems that can arise in research studies that impact research accuracy.
Who is the course for?
This course is designed for anyone interested in critically interpreting data and developing their data literacy skills.
It will be particularly useful for those who interact with data in their current role.
Who will you learn with?
Ashley is a PhD candidate at the University of Adelaide who focuses on how we can use natural language processing techniques to analyse historical data, particularly Australian World War I diaries.
Who developed the course?
World ranking
Top 110Source: QS World University Rankings 2023
Ways to learn | Buy this course | Subscribe & save | Limited access |
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Choose the best way to learn for you! | $134/one-off payment | $27.99 For the first two months. Automatically renews | Free |
Fulfill your current learning need | Develop skills to further your career | Sample the course materials | |
Access to this course | tick | tick | Access expires 9 May 2024 |
Access to 1,000+ courses | cross | tick | cross |
Learn at your own pace | tick | tick | cross |
Discuss your learning in comments | tick | tick | tick |
Tests to check your learning | tick | tick | cross |
Certificate when you're eligible | Printed and digital | Digital only | cross |
Cancel for free anytime |
Ways to learn
Choose the best way to learn for you!
Subscribe & save
$27.99
For the first two months. Automatically renews
Develop skills to further your career
- Access to this course
- Access to 1,000+ courses
- Learn at your own pace
- Discuss your learning in comments
- Tests to boost your learning
- Digital certificate when you're eligible
Cancel for free anytime
Buy this course
$134/one-off payment
Fulfill your current learning need
- Access to this course
- Learn at your own pace
- Discuss your learning in comments
- Tests to boost your learning
- Printed and digital certificate when you’re eligible
Limited access
Free
Sample the course materials
- Access expires 9 May 2024
Find out more about certificates, Unlimited or buying a course (Upgrades) |
Find out more about certificates, Unlimited or buying a course (Upgrades)
Learning on FutureLearn
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- Learn through a mix of bite-sized videos, long- and short-form articles, audio, and practical activities
- Stay motivated by using the Progress page to keep track of your step completion and assessment scores
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- Experience the power of social learning, and get inspired by an international network of learners
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- Complete 90% of course steps and all of the assessments to earn your certificate
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