site hit counter

Data Analyst Programme

This image has an empty alt attribute; its file name is Path-181.svg44 Hours Course
SkillsFuture Credit
UTAP Eligible

Course Overview

Learn Data Analytics

The program is designed to equip professionals and individuals who wish to acquire new skills, knowledge, and competencies to transition careers or embark on a new job in the Data Analyst field.

Data Analytics is the detection, interpretation, and communication of meaningful patterns in data. It is an underlying component of digital dexterity. Understanding and communicating in a common data language is a core skill for a core technology. It is the difference between successfully deriving value from data and analytics and losing out to competitors who have made it a core competency in their organizations. At the end of this course, the learner is expected to attain at least a “Proficient Level” in the Data Analytics Literacy Skill IQ measurement and be able to analyze customer activities and behaviors meaningfully.

Course Title

Data Analyst Programme

Course Objectives

  • LO1: Process and prepare collected data for analysis
  • LO2: Utilise data visualization tools to represent initial insights obtained from data
  • LO3: Combine and shape data across multiple data sets based on identified patterns to facilitate analysis
  • LO4: Establish data relationships and calculate probabilities to develop relevant insights
  • LO5: Build and train a machine-learning model to facilitate further analysis
  • LO6: Build and refine data models for hypothesis testing
  • LO7: Conduct multiple comparisons and detect functional relationships among variables using statistical models
  • LO8: Communicate insights from data to stakeholders using various visualization techniques
  • LO9: Manage the integration of data and visualized insights in a Multi-cloud or Hybrid Environment

Data Analyst Programme

Pre-Requisites

The expected learners for the course are professionals wanting to acquire a strong foundation in planning, executing, and extracting insights from data analytics; focused on solving/proving business problems and hypotheses.

They could be current and aspiring Data Analysts, Brand Supervisors, Brand Managers,
Customer Loyalty Managers, E-Commerce Managers, or Marketing Managers. They would essentially be in or aspiring to roles where data analytics is used to understand better, analyze and even predict customer behaviors and actions to use these insights to improve different aspects of business conduct.

Learners are expected to:

  • Be at least 21 years old
  • Have a Polytechnic Diploma or two (2) years of IT-related working experience
  • Be familiar with computer use, basic statistics, Microsoft Excel, and fundamentals of coding and development
  • Be able to read, write and speak English at WSQ Workplace Literacy (WPL) Level 5 or equivalent
  • Be able to manipulate numbers at WSQ Workplace Numeracy (WPN) Level 5 or equivalent

Target Audience

  • Digital Marketing
  • Social Media – Executive, Specialist,
  • Assistant Manager,
  • Manager, Sales & Business Development for Digital Media,
  • Creative personnel looking forward to upskilling, reskilling, and developing a new skill set.
  • Content Creator, Specialist, Manager,
  • Freelancer
  • Marketing Specialist etc.

Course Content

Module Unit 1
LO1: Process and prepare collected data for analysis
LO2 – Utilise data visualization tools to represent initial insights obtained from data

  • General Analytics Workflow
  • Understanding Data Cleaning and Preparation Techniques
  • Preparing Data for Analysis Using Spreadsheets and Python
  • Collecting Data to Extract Insights
  • Loading and Processing Data Using Relational Databases
  • Representing Insights Obtained from Data

Module Unit 2
LO3 – Combine and shape data across multiple data sets based on identified patterns to
facilitate analysis

  • Exploring Techniques to Combine and Shape Data
  • Combining and Shaping Data Using Spreadsheets
  • Combining and Shaping Data Using SQL Combining and
  • Shaping Data Using Python
  • Integrating Data from Disparate Sources into a Data Warehouse
  • Working with Streaming Data
  • Using a Data Warehouse

Module Unit 3
LO4 – Establish data relationships and calculate probabilities to develop relevant
insights

  • Understanding Descriptive Statistics for Data Analysis
  • Performing Exploratory Data Analysis in Spreadsheets
  • Summarizing Data and Deducing Probabilities Using Python
  • Understanding and Applying Bayes’ Rule
  • Visualizing Probabilistic and Statistical Data Using Seaborn

Module Unit 4
LO5 – Build and train a machine-learning model to facilitate further analysis
LO6 – Build and refine data models for hypothesis testing

  • Designing an Experiment for Data Analysis
  • Building and Training a Machine Learning Model
  • Understanding and Overcoming Common Problems in Data Modeling
  • Leveraging Different Validation Strategies in Data Modeling
  • Tuning Hyperparameters Using Cross-Validation Scores

Module Unit 5
LO7 – Conduct multiple comparisons and detect functional relationships among variables using statistical models

  • Thinking Like a Statistician
  • Testing a Hypothesis
  • Comparing Categorical Values with Frequency Analysis
  • Analyzing Experiments with Analysis of Variance (ANOVA)
  • Comparing Groups and Effects with ANOVA
  • Predicting Linear Relationships with Regression
  • Predicting Non-linear Relationships with Regression

Module Unit 6
LO8 – Communicate insights from data to stakeholders using various visualization techniques
LO9 – Manage the integration of data and visualized insights in a Multi-cloud or Hybrid Environment

  • Communicating Insights from Statistical Data
  • Communicating Insights from Business Data
  • Visualizing Distributions and Relationships in Data
  • Integrating Data in a Multi-cloud Environment
  • Integrating Data in a Hybrid Environment

Mode of Assessment

  • Practical Performance (PP)
    • Open Book
    • Summative Assessment
  • Project Assessment (PA)
    • Open Book
    • Formative and Summative Assessment

Certification

Participants who fulfill all requirements will receive a Statement of Attainment (SOA) issued by SkillsFuture Singapore (SSG).

For other Data Analytics Course, please see Power BI : Data Analytics.

Course Feature

Course Feature

Course Provider: YP ACADEMY PTE. LTD.
UEN: 202022523H
Course Reference Number: TGS-2022017155
Mode Of Training: Online
Funding Validity Period: Till 30 Nov 2024

Data Analyst Programme
FULL COURSE FEE$2,855.80
Singaporean 40 yrs and above$1021.80
Singaporean 21-39 yrs / PR$1,545.80
Duration44 hours

Available in: English

Book Class Now!

Coursemology
4.8
Based on 182 reviews
powered by Google
Keline jacq14Keline jacq14
09:37 01 Feb 24
Very good course👍👍
Resti YResti Y
09:36 01 Feb 24
Thank you Cikgu Juriah for teaching me patiently and well, it's easy to understand everything you say.
Shafiq ShafiqShafiq Shafiq
09:33 01 Feb 24
Great place to do my food safety course.Kudos to my teacher Ms Juriah for the fun and engaging class👍
Rista RahmanRista Rahman
09:27 01 Feb 24
Our facilitator Mr Anandan is very knowledgeable and got sense of humour. You won’t fall asleep totally. Staff are very helpful especially Wendy and the rest at the reception counter. Recommended ❤️
Ernie RahmanErnie Rahman
07:39 26 Jan 24
Trainer Anandan is friendly and knowledgeable in his teaching in the food safety course. He is approachable and easy going and therefore we don't feel tense at all. Thank you sir! Strongly recommned to attend his classes. He should continue teaching this course at a higher level. He is also a trainer in aircon servicing and car maintenance.
Claudine YeongClaudine Yeong
09:51 24 Jan 24
Ashley is very friendly and clear in her teachings. She gives a lot of real life situations to emphasize the importance of food hygiene and safety.However, Peter who tested the practical part was unreasonable and scolded me when I tried to explain myself for not taking back the plate of cucumbers that I sold to the customer.
Lis ChoeLis Choe
10:37 22 Jan 24
Attended the Food Safety & Hygiene Level 1 course at Toa Payoh on 19 Jan 2024. The class was handled by SHIRLEY WONG (ASHLEY). Thoroughly enjoyed the class. Shirley was not only very clear in her delivery of the course material, but she was a very engaging instructor. Whilst communicating the seriousness of food safety and hygiene, she managed to bring humour and lightness to the class which could otherwise have been boring.Thank you Shirley !!
rachael francisrachael francis
05:31 17 Jan 24
Attended Food and Safety Level 3 and trainer Audrey was very good and clear with her explanation. Very friendly. She's very patient when explaining. Highly recommended. Course centre is also clean and easy to find your way. Convenient as there are many shops located around.
Chicken BruhChicken Bruh
08:03 14 Jan 24
veri gud the cher is very nice explain in all languages
Katherine ChiaKatherine Chia
07:01 14 Jan 24
Swiss LamSwiss Lam
07:00 14 Jan 24
Our instructor, William makes the lesson lively and very informative! I enjoyed it.
azlan Shamanazlan Shaman
05:59 14 Jan 24
This course very useful for me, customer managementEffective WSH LEVEL3Instructor,Jonathan loh is very Good.
Raaj's fun checkRaaj's fun check
05:59 14 Jan 24
This course very useful for me,Customer managementEffectiveness managementWSH level 3Instructor ,Jonathan Lohan is very good
IRENE YUENIRENE YUEN
11:08 09 Jan 24
Attended the Food hygiene level 1 at Toa Payoh outlet. Convenient location & clean environment.Mr Loo Hee Jin is our trainer for the day. Very glad to attend his lesson. He is very professional, knowledgeable & also a very patience trainer. His explanation is clear and direct to the point. Easily understand with his extra example.Attended the class in a relax & comfortable environment.Strongly recommend.
Jessie KhooGanJessie KhooGan
11:54 04 Jan 24
Attended Food Safety Course Level 1 on 4 Jan 2024 and I enjoyed the class throughly. Our trainer - Anandan S/O Ganesan was very knowledgeable and he delivered the training in a very fun and interactive manner. He made the class very interesting and shared real examples which made it easier for individuals to understand with zero knowledge base.The customer service - Ms Alene was very helpful and responsive to my queries. Enrolling for this course was fuss free and she even provided the step by step in submit course claims using skills future credits. I will definitely recommend Coursemology to my circle of friends.Thank you once again for making my learning journey today a fruitful one.
Raine FooRaine Foo
16:21 03 Jan 24
Attended the Food Safety Course Level 1 on 18 Dec 2023. The trainer Mr Loo Hee Jin is very professional and helpful. At times he explained in Mandarin to enable some non-english speaking learners to understand better. Staff at the Reception Desk are very helpful too. Environment is cosy and hot home-made barley drinks are provided during tea-breaks. Recommend this training school at Toa Payoh Central. Thank you.
Loh seng chouLoh seng chou
05:11 07 Nov 23
Staff were friendly and helpful.They took pains in explaining the contents of the coursrA good place to improve myself.
Irene TanIrene Tan
06:21 02 Oct 23
Ms Ashley Shirley wong is a nice and cheerful teacher thanks for class on 01 Oct 23 from 9am to 6pm thank you.I am Irene Tan Lee Peng and I understand everything and really enjoying your lesson so much 🥰 really appreciate 😃.
Ying LimYing Lim
09:41 28 Sep 23
Great place to utilise your Skillsfuture Credit to upskill yourself. Convenient location at Toa Payoh Central, Jurong East Central and Tampines Central!
Ivy TiongIvy Tiong
03:07 15 Jul 23
I wanted to attend Basis Food Hygiene course n has found Coursemology online that allows me to use my Skillfuture Credit to pay for the course fees. $0 from my own pocket. The staff, Wendy is very helpful. With her assistance, I hv no problem with my registration. 👍
SasaSasa
17:30 28 Jun 23
I Attended the Food Hygiene course on 26/06/2023 @ Toa Payoh , course sign up & payment was easy. Trainer Mr Eddy is very friendly , knowledgeable and helpful to ensure everyone of us understand the importance of Cleanliness, Safety in the work. I benefited from this course, highly recommend Coursemology with thumb up 👍
Tee AhwenwenTee Ahwenwen
08:50 26 Feb 23
Ms Ashley Shirley wong is a nice and cheerful teacher thanks for today 26feb23 thank you I am wenyi is teachable teacher and i understand everything and enjoying your lesson so much 😊 really appreciate that.
Ben HanBen Han
18:30 03 Jan 23
Coursemology provides a wide range of massage courses with flexible training schedules..Sales manager , Rachel Lip, assisted me quickly and positively with both my course enquiries as well as the registration of my chosen massage course in a fuss free manner..So for my friends out there...If you are looking to enrol for serious massage courses..Coursemology is your recommended choice...RegardsBen Han
Devaghi ATDevaghi AT
00:35 15 Aug 22
The trainers were very Knowledgeable n conducted the session to participants understanding. Friendly n approachable. Motivational approach during practicals. I benefited from Course. Tq, trainers.
Mohd IqbalMohd Iqbal
09:58 24 May 22
My Food and Hygiene course here was superb! Instructor is very helpful to ensure you understand the importance of Cleanliness and Safety in the kitchen. I highly recommend Coursemology.
MattMatt
02:58 12 May 22
Attended the Food Hygiene course at vision exchange. The course sign up and payment process was fast and simple. The instructor was fun and engaging and helpful. Highly recommend this place if you want to get your food hygiene cert.
Joey GanJoey Gan
09:29 24 Apr 22
My sister and I had many questions about the different courses. The staff present including the boss Mr Wee were very patient and friendly to help us. The centre at Toa Payoh was also easy to get to and centre facilities were kept clean and tidy. We have a very good experience.
ting siongting siong
06:05 19 Apr 22
The trainer is patient and able to explain food hygiene and safety concept clearly. She demonstrated the hand cleaning techniques, share industry practices and safety standards with participants.A good training indeed.
Keline jacq14Keline jacq14
09:37 01 Feb 24
Very good course👍👍
Resti YResti Y
09:36 01 Feb 24
Thank you Cikgu Juriah for teaching me patiently and well, it's easy to understand everything you say.
Shafiq ShafiqShafiq Shafiq
09:33 01 Feb 24
Great place to do my food safety course.Kudos to my teacher Ms Juriah for the fun and engaging class👍
Rista RahmanRista Rahman
09:27 01 Feb 24
Our facilitator Mr Anandan is very knowledgeable and got sense of humour. You won’t fall asleep totally. Staff are very helpful especially Wendy and the rest at the reception counter. Recommended ❤️
Ernie RahmanErnie Rahman
07:39 26 Jan 24
Trainer Anandan is friendly and knowledgeable in his teaching in the food safety course. He is approachable and easy going and therefore we don't feel tense at all. Thank you sir! Strongly recommned to attend his classes. He should continue teaching this course at a higher level. He is also a trainer in aircon servicing and car maintenance.
Claudine YeongClaudine Yeong
09:51 24 Jan 24
Ashley is very friendly and clear in her teachings. She gives a lot of real life situations to emphasize the importance of food hygiene and safety.However, Peter who tested the practical part was unreasonable and scolded me when I tried to explain myself for not taking back the plate of cucumbers that I sold to the customer.
Lis ChoeLis Choe
10:37 22 Jan 24
Attended the Food Safety & Hygiene Level 1 course at Toa Payoh on 19 Jan 2024. The class was handled by SHIRLEY WONG (ASHLEY). Thoroughly enjoyed the class. Shirley was not only very clear in her delivery of the course material, but she was a very engaging instructor. Whilst communicating the seriousness of food safety and hygiene, she managed to bring humour and lightness to the class which could otherwise have been boring.Thank you Shirley !!
rachael francisrachael francis
05:31 17 Jan 24
Attended Food and Safety Level 3 and trainer Audrey was very good and clear with her explanation. Very friendly. She's very patient when explaining. Highly recommended. Course centre is also clean and easy to find your way. Convenient as there are many shops located around.
Chicken BruhChicken Bruh
08:03 14 Jan 24
veri gud the cher is very nice explain in all languages
Katherine ChiaKatherine Chia
07:01 14 Jan 24
Swiss LamSwiss Lam
07:00 14 Jan 24
Our instructor, William makes the lesson lively and very informative! I enjoyed it.
azlan Shamanazlan Shaman
05:59 14 Jan 24
This course very useful for me, customer managementEffective WSH LEVEL3Instructor,Jonathan loh is very Good.
Raaj's fun checkRaaj's fun check
05:59 14 Jan 24
This course very useful for me,Customer managementEffectiveness managementWSH level 3Instructor ,Jonathan Lohan is very good
IRENE YUENIRENE YUEN
11:08 09 Jan 24
Attended the Food hygiene level 1 at Toa Payoh outlet. Convenient location & clean environment.Mr Loo Hee Jin is our trainer for the day. Very glad to attend his lesson. He is very professional, knowledgeable & also a very patience trainer. His explanation is clear and direct to the point. Easily understand with his extra example.Attended the class in a relax & comfortable environment.Strongly recommend.
Jessie KhooGanJessie KhooGan
11:54 04 Jan 24
Attended Food Safety Course Level 1 on 4 Jan 2024 and I enjoyed the class throughly. Our trainer - Anandan S/O Ganesan was very knowledgeable and he delivered the training in a very fun and interactive manner. He made the class very interesting and shared real examples which made it easier for individuals to understand with zero knowledge base.The customer service - Ms Alene was very helpful and responsive to my queries. Enrolling for this course was fuss free and she even provided the step by step in submit course claims using skills future credits. I will definitely recommend Coursemology to my circle of friends.Thank you once again for making my learning journey today a fruitful one.
Raine FooRaine Foo
16:21 03 Jan 24
Attended the Food Safety Course Level 1 on 18 Dec 2023. The trainer Mr Loo Hee Jin is very professional and helpful. At times he explained in Mandarin to enable some non-english speaking learners to understand better. Staff at the Reception Desk are very helpful too. Environment is cosy and hot home-made barley drinks are provided during tea-breaks. Recommend this training school at Toa Payoh Central. Thank you.
Loh seng chouLoh seng chou
05:11 07 Nov 23
Staff were friendly and helpful.They took pains in explaining the contents of the coursrA good place to improve myself.
Irene TanIrene Tan
06:21 02 Oct 23
Ms Ashley Shirley wong is a nice and cheerful teacher thanks for class on 01 Oct 23 from 9am to 6pm thank you.I am Irene Tan Lee Peng and I understand everything and really enjoying your lesson so much 🥰 really appreciate 😃.
Ying LimYing Lim
09:41 28 Sep 23
Great place to utilise your Skillsfuture Credit to upskill yourself. Convenient location at Toa Payoh Central, Jurong East Central and Tampines Central!
Ivy TiongIvy Tiong
03:07 15 Jul 23
I wanted to attend Basis Food Hygiene course n has found Coursemology online that allows me to use my Skillfuture Credit to pay for the course fees. $0 from my own pocket. The staff, Wendy is very helpful. With her assistance, I hv no problem with my registration. 👍
SasaSasa
17:30 28 Jun 23
I Attended the Food Hygiene course on 26/06/2023 @ Toa Payoh , course sign up & payment was easy. Trainer Mr Eddy is very friendly , knowledgeable and helpful to ensure everyone of us understand the importance of Cleanliness, Safety in the work. I benefited from this course, highly recommend Coursemology with thumb up 👍
Tee AhwenwenTee Ahwenwen
08:50 26 Feb 23
Ms Ashley Shirley wong is a nice and cheerful teacher thanks for today 26feb23 thank you I am wenyi is teachable teacher and i understand everything and enjoying your lesson so much 😊 really appreciate that.
Ben HanBen Han
18:30 03 Jan 23
Coursemology provides a wide range of massage courses with flexible training schedules..Sales manager , Rachel Lip, assisted me quickly and positively with both my course enquiries as well as the registration of my chosen massage course in a fuss free manner..So for my friends out there...If you are looking to enrol for serious massage courses..Coursemology is your recommended choice...RegardsBen Han
Devaghi ATDevaghi AT
00:35 15 Aug 22
The trainers were very Knowledgeable n conducted the session to participants understanding. Friendly n approachable. Motivational approach during practicals. I benefited from Course. Tq, trainers.
Mohd IqbalMohd Iqbal
09:58 24 May 22
My Food and Hygiene course here was superb! Instructor is very helpful to ensure you understand the importance of Cleanliness and Safety in the kitchen. I highly recommend Coursemology.
MattMatt
02:58 12 May 22
Attended the Food Hygiene course at vision exchange. The course sign up and payment process was fast and simple. The instructor was fun and engaging and helpful. Highly recommend this place if you want to get your food hygiene cert.
Joey GanJoey Gan
09:29 24 Apr 22
My sister and I had many questions about the different courses. The staff present including the boss Mr Wee were very patient and friendly to help us. The centre at Toa Payoh was also easy to get to and centre facilities were kept clean and tidy. We have a very good experience.
ting siongting siong
06:05 19 Apr 22
The trainer is patient and able to explain food hygiene and safety concept clearly. She demonstrated the hand cleaning techniques, share industry practices and safety standards with participants.A good training indeed.
js_loader