Data Analytics I
Resources for Data Analytics I - for more information about the courses, please see course outlines.
Assumed knowledge
These resources will help you learn or revise the assumed knowledge for this course.
Revision and support seminars:
Note that this course has changed every semester for the past several years, and it used to be called "Business and Economic Statistics". The information in earlier seminars may be out of date.
2024
This revision seminar was givern in Semester 2 2024. David discussed using z-tables and t-tables for various purposes.
This revision seminar was given in Semester 1 2024. David discussed simple linear regression including doing the hypothesis test involved.
- Revision seminar video: regression Sem 1 2024 (YouTube)
- Revision seminar notes: regression Sem 1 2024 (PDF)
2023
This revision seminar was given in Semester 2 2023. David discussed calculating standard deviations, and then talked about how hypothesis tests work and how distributions come into that. Unfortunately the video was stopped during some examples in the first part of the seminar, but the text of the example is in the notes.
- Revision seminar video: standard deviations, hypothesis tests and distributions Sem2 2023 (YouTube)
- Revision seminar notes: standard deviations, hypothesis tests and distributions Sem2 2023 (PDF)
This revision seminar was given in Semester 1 2023. David discussed probability, standard deviation (starting at 58m23s) and confidence intervals for means (starting at 1h15m38s). Also, during the seminar, David used a 100 by 100 grid handout with probability rules on the back, and this handout is also in the list below.
- Revision seminar video: probability, standard deviation, and confidence intervals Sem 1 2023 (YouTube)
- Revision seminar notes: probability Sem 1 2023 (PDF)
- Revision seminar notes: standard deviation Sem 1 2023 (PDF)
- Revision seminar notes: confidence intervals Sem 1 2023 (PDF)
2022
This revision seminar was given in Semester 2 2022. David discussed calculating probabilities for sample means (at the start), and also choosing the correct test statistics (starting at 39m48s)
- Revision seminar video: sample mean probabilities and test statistics Sem 1 2022 (YouTube)
- Revision seminar notes: sample mean probabilities Sem 1 2022 (PDF)
- Revision seminar notes: test statistics Sem 1 2022 (PDF)
This revision seminar was given in Semester 1 2022. David discussed probability, including terminologies such as "mutually exclusive", "exhaustive" and "independent".
- Revision seminar video: probability Sem 1 2022 (YouTube)
- Revision seminar notes: probability Sem 1 2022 (PDF)
2021
This revision seminar was given in Semester 2 2021. David discussed the idea of hypothesis testing, tests for a single mean, and the binomial distribution, then did several example problems from various parts of the course. (There was a problem with the video partway through, so this seminar has two videos.)
- Revision seminar video: miscellaneous topics part 1 Sem 1 2021 (YouTube)
- Revision seminar video: miscellaneous topics part 2 Sem 1 2021 (YouTube)
This support seminar was given in Semester 1 2021 and in it, David went through an example of doing an entire simple linear regression, discussing every part of the process a student might want to mention in a written assignment.
This revision seminar was given in Semester 1 2021. David discussed probability, including probability distributions, and also estimation and testing (starting at 59m30s).
2020
This revision seminar was given in 2020 and in it, David muddled through trying to find all the hypothesis tests in the course and compared them to try to figure out how to tell when to do which one. Not the most productive session, but you might still find it helpful.
2018
This revision seminar was given in 2018 and covered calculating standard deviations (1m5s), probability (19m36s) including normal distributions (49m55s), and also test-statistics and interval estimates (1h11m36s).
- Revision seminar video: miscellaneous topics 2018 (YouTube)
- Revision seminar notes: standard deviations 2018 (PDF)
- Revision seminar notes: probability 2018 (PDF)
- Revision seminar notes: test statistics and interval estimates (PDF)
2015
This revision seminar was given in 2015 and covered various ideas about regression including the kinds of questions that regression helps to answer, how regression is related to hypothesis testing, where to find various p-values and test statistics in the regression output, and testing for slopes.
This revision seminar was given in 2015 and covered various ideas about probability including a discussion of how to think about probability using variables, and the meaning of disjoint and independent.