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A crash course in data analytics
WITH HENRICA MAKULU
NUST APPLIED MATHS ALUMNI  CASSAVA SMARTECH DATA ANALYST  FOUNDER OF HM DIGITAL
1. Industry Outlook
2. Datacate yourself!
3. Practical
AGENDA
Henrica Makulu
Data Analyst | Mentor |
Founder
Henrica is a tech
professional with ten
years experience in
digital literacy and six
years experience in
data analytics. She loves
to simplify tech
concepts and help equip
individuals and
corporates with problem
solving skills using
technology
BSc Hons. Applied Mathematics (National University of Science & Technology)
6 years experience in data analysis
Has trained over 500 individuals on various skills including one on one training as
well as corporate training using tools such as Microsoft Office, Qlik Sense, SPSS
and Python. Trained Togo National Government Officials on Qlik Sense
Dashboards. Trained South African Educators online on Digital Literacy in
partnership with MANCOSA School of Education: https://youtu.be/Sr0ZupULp34
Founder of HM Digital Training & Mentorship Program
Who am I?
Recognised as one of Africas leading women in data analytics by TECHBUILD.AFRICA (2021)
Data Science Certifications (WorldQuant University, Acadgild, IBM Digital Nation,
LinkedIn Learning). Currently pursuing AZURE DATA SCIENTIST ASSOCIATE -
MICROSOFT
Part of Data Science Zimbabwe Community
4
Trends
Global & Local
World Economic Forum named data
science among the most competitive
skills of the Fourth Industrial
Revolution (Future of Jobs Survey &
Report 2018)
Africa is still behind and there is a lot
of opportunity to be a pioneer in this.
Definition
Data analysis vs data science
Data analysis involves examining
large data sets to identify trends,
develop charts, and create visual
presentations to help businesses
make more strategic decisions. Data
science, on the other hand, involves
designing and constructing new
processes for data modeling and
production using prototypes,
algorithms, predictive models, and
custom analysis.
https://www.northeastern.edu/graduat
e/blog/data-analytics-vs-data-science/
Data & Applications
Academic / Personal / Corporate /
Community
Data science can be used to help
make better decisions in your
personal life, for your employer or in
your community.
Without data you're just another person with an opinion.
Data Science/Analytics Landscape
DISRUPTION
The world is moving. Think back 5, 10, 15 years. 4IR is here
The future of careers is different: be future ready
Self-service (e-commerce, airport check-in,
vending machines etc)
Artificial Intelligence
(self driving cars, Google home, robots, drones etc)
Big Data
Cloud
5G
Business powerhouses are big data users
Real time analytics!
if you torture the data long enough it will confess
DATA DRIVEN DECISIONS
From January 2020 to date we have
managed to service 50 clients,
almost half of whom are in the food
industry. This is a slight decline
(17%) from the 56 clients we served
in 2019. Please find attached a
detailed breakdown by industry
5
13
26
24
25
13
0% 20% 40% 60% 80% 100%
2019
2020
Manufacturing Food Clothing
2020: 50 17% YoY
2019:
56
8
Kaggle
For practical real life data
science business problems
and
solutions: https://www.kaggl
e.com/
(https://www.kaggle.com/guy
baryosef/portfolio-analysis-
preprocessing/notebook)
01
Youtube
For specific how to
videos
02
LinkedIn
For influencers in
your field and
relevant expertise
groups
(Towards Data
Science, Data
Science Central etc)
03
Coursera
Udemy
DataFlair
DataCamp
(https://www.datacam
p.com/community/tut
orials/finance-python-
trading)
For online learning
04
Keep it simple.
Datacate yourself
9
Data Science Process - Overview
Data
Extraction
Tools: SQL, Excel,
Python
Data
Preparation
Tools: Excel, Python
Data
Exploration
Tools: Excel, Python
Data
Visualisation
/Modeling
Tools: Power BI, Qlik,
Tableau
Data
Presentation
Tools: PowerPoint
Translating Data to Insights and Action.
Requirement
Henrica Makulu
dataanalyticspractical
letsdiginto
thedata!
SHAMELESS PLUG!
Read my story:
https://wtcafrica.wordpress.com/2021/04/23/i-love-data-story-telling-henrica-ketura-makulu/
Watch my Youtube vids:
Follow me on LinkedIn: Henrica Makulu
Check out my data articles on how to get into data science: resiliatech.com
Check out my slide decks: slideshare.net
THANKYOU!
EMAIL: HENRICAMAKULU@GMAIL.COM
HENRICA MAKULU
 DATA SCIENCE & ANALYTICS
 HOW I LANDED A JOB WITH ZIMS
BIGGEST TECH COMPANY
 ETC
Check out my articles on LinkedIn
and www.resiliatech.com
I write about:

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Data analytics crash course

  • 1. A crash course in data analytics WITH HENRICA MAKULU NUST APPLIED MATHS ALUMNI CASSAVA SMARTECH DATA ANALYST FOUNDER OF HM DIGITAL
  • 2. 1. Industry Outlook 2. Datacate yourself! 3. Practical AGENDA
  • 3. Henrica Makulu Data Analyst | Mentor | Founder Henrica is a tech professional with ten years experience in digital literacy and six years experience in data analytics. She loves to simplify tech concepts and help equip individuals and corporates with problem solving skills using technology BSc Hons. Applied Mathematics (National University of Science & Technology) 6 years experience in data analysis Has trained over 500 individuals on various skills including one on one training as well as corporate training using tools such as Microsoft Office, Qlik Sense, SPSS and Python. Trained Togo National Government Officials on Qlik Sense Dashboards. Trained South African Educators online on Digital Literacy in partnership with MANCOSA School of Education: https://youtu.be/Sr0ZupULp34 Founder of HM Digital Training & Mentorship Program Who am I? Recognised as one of Africas leading women in data analytics by TECHBUILD.AFRICA (2021) Data Science Certifications (WorldQuant University, Acadgild, IBM Digital Nation, LinkedIn Learning). Currently pursuing AZURE DATA SCIENTIST ASSOCIATE - MICROSOFT Part of Data Science Zimbabwe Community
  • 4. 4 Trends Global & Local World Economic Forum named data science among the most competitive skills of the Fourth Industrial Revolution (Future of Jobs Survey & Report 2018) Africa is still behind and there is a lot of opportunity to be a pioneer in this. Definition Data analysis vs data science Data analysis involves examining large data sets to identify trends, develop charts, and create visual presentations to help businesses make more strategic decisions. Data science, on the other hand, involves designing and constructing new processes for data modeling and production using prototypes, algorithms, predictive models, and custom analysis. https://www.northeastern.edu/graduat e/blog/data-analytics-vs-data-science/ Data & Applications Academic / Personal / Corporate / Community Data science can be used to help make better decisions in your personal life, for your employer or in your community. Without data you're just another person with an opinion. Data Science/Analytics Landscape
  • 5. DISRUPTION The world is moving. Think back 5, 10, 15 years. 4IR is here The future of careers is different: be future ready Self-service (e-commerce, airport check-in, vending machines etc) Artificial Intelligence (self driving cars, Google home, robots, drones etc) Big Data Cloud 5G Business powerhouses are big data users
  • 6. Real time analytics! if you torture the data long enough it will confess
  • 7. DATA DRIVEN DECISIONS From January 2020 to date we have managed to service 50 clients, almost half of whom are in the food industry. This is a slight decline (17%) from the 56 clients we served in 2019. Please find attached a detailed breakdown by industry 5 13 26 24 25 13 0% 20% 40% 60% 80% 100% 2019 2020 Manufacturing Food Clothing 2020: 50 17% YoY 2019: 56
  • 8. 8 Kaggle For practical real life data science business problems and solutions: https://www.kaggl e.com/ (https://www.kaggle.com/guy baryosef/portfolio-analysis- preprocessing/notebook) 01 Youtube For specific how to videos 02 LinkedIn For influencers in your field and relevant expertise groups (Towards Data Science, Data Science Central etc) 03 Coursera Udemy DataFlair DataCamp (https://www.datacam p.com/community/tut orials/finance-python- trading) For online learning 04 Keep it simple. Datacate yourself
  • 9. 9 Data Science Process - Overview Data Extraction Tools: SQL, Excel, Python Data Preparation Tools: Excel, Python Data Exploration Tools: Excel, Python Data Visualisation /Modeling Tools: Power BI, Qlik, Tableau Data Presentation Tools: PowerPoint Translating Data to Insights and Action. Requirement
  • 11. SHAMELESS PLUG! Read my story: https://wtcafrica.wordpress.com/2021/04/23/i-love-data-story-telling-henrica-ketura-makulu/ Watch my Youtube vids: Follow me on LinkedIn: Henrica Makulu Check out my data articles on how to get into data science: resiliatech.com Check out my slide decks: slideshare.net
  • 12. THANKYOU! EMAIL: HENRICAMAKULU@GMAIL.COM HENRICA MAKULU DATA SCIENCE & ANALYTICS HOW I LANDED A JOB WITH ZIMS BIGGEST TECH COMPANY ETC Check out my articles on LinkedIn and www.resiliatech.com I write about: