To apply theory learnt during the first three weeks of the subject, as well as researching in order to answer particular questions. You will sub
Hi, I need help with my Data Analytics assessment. Need to create 14 PowerPoint slides to describe and explain what has been asked in the assessment manual. I need the assessment by 11th April, Monday – 2 pm AEST. It needs to be 100% authentic, can't be plagiarized. Referencing must be done properly and the manual must be followed thoroughly. Please look at class lectures for context. Only people who are confident enough to do this, please knock me. If this goes well, happy to assign my other assignments to you.
Assessment manual, class lectures are attached.
Assessment 1 Guideline
Your Task
To apply theory learnt during the first three weeks of the subject, as well as researching in order to answer particular questions. You will submit your findings as a slide deck with 14 slides.
Assessment Description
• An individual PowerPoint presentation explaining particular concepts relating to visualization.
• We have supplied starting references. Please research and use additional references
Assessment Instructions
You are to create an individual slide deck with dot points and illustrations as follows:
1. Cover page (1 slide)
2. Create three slides explaining (in your own words)
a) the characteristics of Industry 4.0,
b) how Industry 4.0 differs from Industry 3.0, and
c) a real-world application of Industry 4.0. (6 marks)
References:
• Workshop 1 DATA4100
• https://www.onupkeep.com/answers/preventive-maintenance/industry-3-0-vs-industry-4-0
3. The article below makes suggestions about what Industry 5.0 may look like. Create one slide
on characteristics of Industry 5.0. (2 marks)
References:
• https://supplychaingamechanger.com/the-industrial-revolution-from-industry-1-0-to-industry5-0/
4. Create a slide comparing three software packages that allow you to construct visualizations.
• Research the internet and workshops for these. (1 mark)
5. Create two slides, one explaining the idea of immersive environments and another with a
case study of the use of this technology by business. Do not use an example from the
workshop – you must research the articles below to find your own. (4 marks)
References:
• https://www.fdmgroup.com/5-exciting-uses-for-virtual-reality/
• https://virtualspeech.com/blog/vr-applications
• https://foundry4.com/5-business-uses-of-virtual-reality
6. Create three slides on storytelling in business
– what it is
– how it can be done and
– best practice. (6 marks)
References:
• Workshop 3 and references
• https://www.lafabbricadellarealta.com/business-storytelling-the-definitive-guide/
7. Create two slides comparing positive and negative examples of non-verbal communication.
(4 marks)
Make it clear which references you have used in each section (use own research)
8. Referencing and structure (2 marks) – 1 slide
Add references from your own research.
SUBMIT you work on Monday
Concepts on Industry 4.0, immersive environments, and business storytelling |
Marks |
Description of characteristics of Industry 4.0, b) how it differs from Industry 3.0, and c) a real-world application of Industry 4.0 |
6 |
Description of characteristics of Industry 5.0 |
2 |
Listing visualization Software |
1 |
Explain the idea of immersive environments and a business case study (where the technology is applied) |
4 |
Describe storytelling in business, i.e. what it is, how it can be done and best practice |
6 |
Comparing positive and negative examples of non-verbal communication |
4 |
Referencing and structure |
2 |
,
DATA4100
Data Visualisation Software
Lesson 1
Interactive, real time visualisation for business
Learning outcomes
1 Investigate Industry 4.0
2 Evaluate the application of visualisation software to
various business problems
3 Assess the capabilities of various software packages:
Tableau, Tibco, SAS, Power BI
4 Recognise how interactive and real-time
visualisations can improve business decision making
5 Speculate on applications of augmented/AI & virtual
reality
Note on software needed for
the course
You will need
• Power BI
https://powerbi.microsoft.com/en-us/get-
started/
• Tableau Public or trial version
https://public.tableau.com/en-us/s/download
What is driving the surge in
visualisation in business ?
• Drivers of the surge in visualisation in business are
1. Technology and real-time analytics
2. The realisation that big data can influence customer
service and business performance
3. Ease of interpretation (compared to reports and
spreadsheets)
https://www.sas.com/en_au/insights/big-data/data-visualization.html
https://quid.com/solutions/healthcare
Opening Activity: Context
• The Fourth Industrial
Revolution: AI and
Quantum Computing
(Information)
• Exponential Global shifts
As a group , watch the video on the fourth Industrial revolution
Q. What are the promises of the fourth industrial revolution,
i.e. what majors shifts are mentioned in the video?
Motivations
• According to Prof. Klaus Schwab Founder and Chairman of the World Economic Forum, the fourth industrial revolution will change
– Life and relations of individuals
– The way we conduct business due to real-time access to data
[https://www2.deloitte.com/us/en/insights/focus/industry-4-
0/overview.html?id=us:2el:3lk:4di_gl:5eng:6di&range=0/3/1/1/1/3/1/5/23/11/0:0,0/3/1/1/1/3/1/5/23/11/0:30#]
Industry 4.0
• Promises to combine digital technology and current advanced production and operations to create a digital enterprise.
• Features – Interconnected
– Automated
– Drives further action in the real world via analytics & communication
• How? Embedding the following in Business – IoT
– AI, Robotics and cognitive technology
– Quantum computing
– Nanotechnology
– Wearables
– Additive manufacturing
– Advanced materials
• Smart connected technologies change the way business understands information
This Photo by Unknown Author is
licensed under CC BY-SA
Industry 4.0 – User-centric Experiences
• Industry 4.0 is user-centric
• It is characterized by new patterns of consumer behaviour
• Thus companies must adapt by changing the way they “design, market, and deliver products and services”
• How?
– Using AI and Agile microservices enhancing user experiences
This Photo by Unknown Author is licensed under CC BY-SA-NC
Digital & Physical Reality Lifecycle
• Real-time access to data and business intelligence is
driven by the continuous and cyclical flow of information
and actions between the physical and digital worlds
• Intelligent Autonomous and Semi-Autonomous Systems –
AI (Machine Learning)
Physical Digital
Example: NASDAQ partners with
Sisense
Real-time Data
Human to Digital Interactions
Unstructured and structured data
have to be visualised
https://lawtomated.com/structured-data-vs-unstructured-data-what-are-they-and-why-care/
So what proportion
of each is being
generated?
Unstructured vs structured data
Visualisations – Key Aspects
• User Experiences
– Projection of Soft Power – Win hearts and minds
– Deliberately craft compelling user experiences and
Journeys through storytelling
– Narrative Intelligence
– User Experience Design
This Photo by Unknown Author is licensed under CC BY-
NC-ND
Visualisation Technologies
• Visualisation Technologies
– Current: PowerBI, Tableau, Spotfire, Splunk, Elasticsearch, etc…
– Data Streams:
• https://www.striim.com/
• https://www.arcadiadata.com/product/streaming-visualizations/
• https://www.zoomdata.com/
– In-coming: Virtual and Augmented Reality
• Visualisations are moving into the very phenomenon that Big
Data is capturing
• Graphics Processing Units (GPUs) have inbuilt AI
17
Review of Quadrant Analysis
•A scatter plot (or 2-dim matrix) divided into four quadrants
•Helps you locate data points with certain characteristics
•Example, x axis relates to difficulty to eat a particular fruit(difficult to easy)
•Y is a measure of taste (sour to sweet)
The quadrant suggests that because strawberries are sweet, they are easier to eat than lemons
• Peach
SWEET
SOUR
Difficult to eat Easy to eat
• Apricot
• Strawberry
• Pomegranate
• Lemon
• Water melon
•Banana
• Orange
• Lime • Green Apple
Gartner Magic Quadrant
• Ranking
Visualisations
Activity 1: Think –Pair – Share
• Form pairs and discuss the following
1. What drives real-time access to data and business intelligence
2. What are the key aspects of visualisation? Can you think of others?
Visualisation Software Applications
1. Kelly Services partnering with Tableau software
2. Mercedes-AMG Petronas Motorsport
partners with TIBCO Spotfire
3. 1-800 flowers.com partners with SAS software
See next slides
Business Application 1: Kelly
Services partner with Tableau
“Kelly Services continues to lead the staffing industry in business
intelligence by leveraging Tableau for talent supply chain management
and workforce solutions.”
• Business Problem: Kelly is a staffing company and refer to their
business as “Talent Supply chain management” . They pioneered
the temporary help industry in 1946. They wanted to transition from
general reporting to analytics, optimize operations, perform
workforce planning, benchmark pay rates and visualize data.
• Solution: Kelly services partnered with tableau to build a data
warehouse create analytics dashboards and make their insights
more transparent.
Business Application 1:Kelly’s
client data
https://www.tableau.com/solutions/services-analytics#content-162520
Business Application 1: Tableau
environment for Kelly Services
https://www.tableau.com/solutions/services-analytics#content-162520
Business Application 2:
Motor sport and Spotfire • Business Problem: Mercedes-AMG Petronas Motorsport (MAPM)
makes Formula One™ racing cars. MAPM wanted to make the fastest
car from many choices.
• Solution: MAPM partnered with TIBCO Spotfire.
• Thousands of data points per second per racing car and track are
analysed, e.g. lap times, tyre wear, tyre grip
• Spotfire Machine learning algorithms used for a formula one
simulator
• Cars now optimised for performance
• See video next slide https://www.tibco.com/customers/mercedes-amg-petronas-motorsport
Petronas – Spotfire partnership
video
Business Application 3: 1-800
Flowers.com and SAS • Business Problem: 1-800 flowers.com and delivers flower
arrangements to customers. The company wanted to improve their
customer experience.
• Solution: 1-800 flowers.com partnered with SAS to optimise customer
experience using
• SAS data management and analytics
• SAS marketing automation
https://www.sas.com/en_au/customers/1-800-flowers-ma.html
https://www.1800flowers.com/
Activity 2: Which data?
• Form groups & discuss what type of data each application
might be using.
• Q1: How would unstructured data be of use in these
cases?
• Q2: What value add did each software have in
relation to the business?
Visualising conversational (unstructured) data
A well known large pharmaceutical company wanted to
understand how conversations between sales representatives
and Dermatologists were changing over time, with reference
to a particular treatment for a chronic skin condition.
Q1. What type of data would they need to process
and visualise?
Q2. How could they source this data?
Desktop Software
Microsoft Excel
• Excel enables you to plot various charts,
graphs, models and histograms
• The user highlights specific groups of cells
Microsoft Power BI
• Business analytics service
• Provides interactive visualisations &
business intelligence, reports and
dashboards
• Integrates with Excel and Office 365.
29
SAS software
• Originally just statistical software
• Modified for advanced analytics and
visualisation (Artificial intelligence &
Internet of Things)
30
Desktop Software
This Photo by Unknown Author is
licensed under CC BY
https://www.sas.com/en_au/home.html
TIBCO Spotfire
• Provides advanced data analytics and visualisation
• Enables sharing and embedding of dashboards
Tableau
• Capable of creating relational databases, cubes (multi-dimensional data), cloud databases, and spreadsheets.
• Generates interactive charts from the databases, etc.
• Graphs can be combined into dashboards and shared over a computer network or the internet.
31
Desktop Software
Activity 3: Tableau overview
• Watch the video on Tableau at
Q: What user related features, e.g. drag and drop variable
names to get graphs, are mentioned in the video?
33
• As a group, go to the following website on your computer
• https://www.g2.com/categories/business-intelligence-platforms
• Click on “View Grid” and observe the comparison grid for different business intelligence software.
• Identify the software by passing your cursor over the icons
• Experiment with the view menu on the left (e.g. live versus trending)
Q1. Where are SAS, Spotfire,
Power BI and Tableau placed on the grid?
Q2. Investigate a contender on the internet.
Suggest from first impression how it could be used to build a supply chain related dashboard.
• Share with the class
Activity 4: Interactive comparison
of visualisation software
Watch
Three Applications of Real-time Data
Visualisations
• https://www.pubnub.co
m/developers/realtime-
data-streams/
• https://www.striim.com/
What are the applications in this video?
35
Activity 5: Real-time visuals
1. Click on some of the links below to see some real-time
visualisation applications.
2. Give the visualisation a rating between 1 and 10 in terms
of how effectively the visualisation represents the
data.
Global weather conditions visual updates every three hours
(https://earth.nullschool.net/)
Deviant art activity (https://world.deviantart.com/)
World births and deaths (https://worldbirthsanddeaths.com/)
• Report back to class
Original source: https://mashable.com/2014/01/08/data-visualizations-real-time/
Interactive visualisations LO3
• Interactive visualisations allow you to investigate parts
of the visualisation, e.g.
• turn a map around
• click on an chart and see a table behind it or connection to
another chart
• select particular features of a chart and see summary data
• Boost Labs build interactive visualisations
Activity 6: Interactive visualisation:
Mapping the flow of global trade • Click on the link below to access an interactive visual
showing the flow of goods trade around the world.
• https://www.visualcapitalist.com/interactive-mapping-
flow-international-trade/ 1. What goods are being traded with
Australia?
2. How many different dimensions of
information are being represented?
3. What business decisions can be
made based on this visualisation?
Automated Visualisation
• Artificial intelligence can be used to turn data into
visualisations.
• Algorithms are trained on data then output a visualisation of
the data
• For example, AI can generate product designs
https://towardsdatascience.com/data2vis-automatic-generation-of-data-visualizations-using-
sequence-to-sequence-recurrent-neural-5da8e9d3e43e
https://medium.com/plotly/data-visualization-for-artificial-intelligence-and-vice-versa-a38869065d88
This Photo by Unknown Author is licensed under CC BY
Generative (machine) Design
• Using AI to create new designs of objects and visualise
them
• Designer informs the program of the purpose for designing
the object
• Many different designs are generated
• User makes a choice
• The example in the video below relates to vehicle part
design
• https://www.youtube.com/watch?v=vtfNlWEJxw4
Example: AI – Art
Using AI to help Visualise high
dimensional data • AI algorithms help visualise high dimensional data
• Learn form the data
• Form clusters of similar objects
• The video below explains how
• https://www.youtube.com/watch?v=wvsE8jm1GzE
Augmented reality for business
• Augmented reality allows you to interact with the
visualisation as if it were a real environment
• The computer generates perceptual information, e.g. a
virtual world we can see, smell, hear and touch
• Applications
• Marketing
• Job recruitment
• Occupational health and safety
Augmented Reality Business
• Augmented reality allows you to interact with the
visualisation as if it were a real environment
• The computer generates perceptual information, e.g. a
virtual world we can see, smell, hear and touch
• Applications
• Marketing
• Job recruitment
• Occupational health and
safety
Example: HoloLense Business
As individuals,
1. List four different business problems and software or
technology from the lecture that could be used to solve the
problem
2. List four different types of visualisations
3. Review previous slides to match the business problem,
software and visualisations
4. Review your answers in week 4
Exit Activity (if time)
,
DATA4100
Data Visualisation Software
Lesson 2 Immersive environments and business
(virtual reality)
Lesson Learning Outcomes
1 Define virtual reality and immersive environments
2 Investigate immersion environments business
applications
3 Compare virtual reality software companies
4 Assess the applications & advantages of
immersion analytics
This Topic’s Big Idea
"The screen is a window through which one sees a
virtual world. The challenge is to make that world
look real, act real, sound real, feel real.“
– Ivan Sutherland
This Photo by Unknown Author is licensed under CC BY
Motivating Business scenario
Suppose that you are a data visualisation analyst in one of these industries
• Health
• Resources
• Retail
• Communications
• Education
• Technology
• You have been reporting to and training staff via static and interactive 3-D visuals, however you have found it is often inadequate.
• You want to go one step further by creating an illusionary environment that your work colleagues can step into.
• How will you make this happen?
What is an Immersive
Environment? L01 • Virtual reality (VR) is a “realistic and immersive simulation
of a three-dimensional environment, created using
interactive software and hardware, and experienced or
controlled by movement of the body.”
• VR is a type of immersion (or immersive) environment
(IE). By using the VR system, you are immersed in an
illusionary environment.
https://www.dictionary.com/browse/virtual-reality?s=t
https://en.wikipedia.org/wiki/File:Virtual_reality_game.png
What is an Immersive
Environment? L01 • Augmented virtuality is “Computer -generated imagery
that can be manipulated by the user.” E.g. deigning a
kitchen by moving virtual components via a touch screen
• Mixed reality is about augmenting real environments with
digital elements, e.g. Pokémon Go App
• Mixed reality can also be thought of as a type of immersion
environment
https://www.pcmag.com › encyclopedia › term ›
augmented-virtuality
https://simplicable.com/new/immersive-environment
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