Marketing Insights - Data Analyst Project Challenge

Codebasics Resume Project Challenge – Data Analytics Project

This Project is a Codebasics Resume Project Challenge run by Codebasics. Hundreds of participants across the world participate in this and their work is then recognised by the Codebasics team and their connections on LinkedIn worldwide.

Table of Contents

The 3 basic requirements for completing the challenge are:

  1. Enrolling the project on the Codebasics website.
  2. Completing the project using the tools of your choice.
  3. Then publish your work online on LinkedIn with the presentation.

I have successfully won this Competition!

Challenge Results: Winners

About The Project

The project is about an imaginary beverage company called CodeX.

CodeX

CodeX is a German beverage company which is recently launched in India. They launched their energy drink in 10 cities in India.

CodeX conducted a survey in those 10 cities and received results from 10k respondents.
The survey was based on consumer behaviour questions like their purchasing habits, their feedback about energy drinks available in the market, pricing, packaging etc.
The survey question file is attached at the end of this article.

Their Marketing Team wants their Data Analyst to convert these survey results to meaningful insights which the team can use to drive actions.

The Marketing Team have asked to share certain insights. They have also asked to share meaningful recommendations from the data or external factors etc.

Live Interactive Dashboard

Video Presentation Of The Project

Project

Problem Statements & Solutions

Demographic Insights

a. Who prefers energy drinks more? (male/female/non-binary?)

Out of 10 thousand respondents, the number of male respondents is 6038.

This shows 60% of the consumers are male who prefer energy drinks more.

Codebasics resume Challenge 6 Data Analytics Project

b. Which age group prefers energy drinks more?

From the result of this survey, we get to know that energy drinks are more popular among youngsters. More than 50% of the respondents belong to the Age Group 19-30.

If we look at overall young age groups from 15 to 30, then the % will rise to 70%.

Codebasics resume Challenge 6 Data Analytics Project 1

c. Which type of marketing reaches the most Youth (15-30)?

Online Ads are the most effective channel that reached 3373 respondents Age group 15-30.

Codebasics resume Challenge 6 - Data Analytics Project 2

Consumer Preference

a. What are the preferred ingredients of energy drinks among respondents?

As we know caffeine increases attention and alertness, and it is often used in energy drinks. Caffeine is the most expected ingredient followed by the Vitamins in energy drinks.

Codebasics resume Challenge 6 - Data Analytics Project 3

b. What packaging preferences do respondents have for energy drinks?

Compact & Portable Cans are high in demand followed by Innovative Bottle Designs.

Codebasics resume Challenge 6 - Data Analytics Project 4

Competition Analysis

a. Who are the current market leaders?

Cola Coka is leading the market followed by Bepsi. The data shows there more respondents for Cola Coka than the other brands.

Codebasics resume Challenge 6 - Data Analytics Project 5

b. What are the primary reasons consumers prefer those brands over ours?

The top reason for choosing the brands by consumers is brand reputation.

Codebasics resume Challenge 6 - Data Analytics Project 6

Marketing Channels and Brand Awareness

a. Which marketing channel can be used to reach more customers?
b. How effective are different marketing strategies and channels in reaching our
customers?

As we have seen previously Online Ads are the most effective way to reach maximum audiences in a short duration & it is cost effective as well.

Codebasics resume Challenge 6 - Data Analytics Project 2

Brand Penetration

a. What do people think about our brand? (overall rating)

Out of 980, 455 people have heard about our brand and hence we consider their ratings for the CodeX product’s taste.
This rating of 3.3 is the industry avg rating as well.

Codebasics resume Challenge 6 - Data Analytics Project - CodeX Rating

b. Which cities do we need to focus more on?

This Data shows people’s perception of CodeX as a brand in different cities.

The neutral and negative responses are combined in this visual as they both are great in numbers than the positive responses. Hence improving the Positive response is one area where the marketing should focus on.

Codebasics resume Challenge 6 - Data Analytics Project - Brand perception

Purchase Behavior

a. Where do respondents prefer to purchase energy drinks?

Supermarkets are the most common choice among consumers to buy energy drinks.

Codebasics resume Challenge - Data Analytics Project - Purchasing Location

b. What are the typical consumption situations for energy drinks among respondents?

Sports/exercise
Studying/working late

Also, this data shows youth is consuming these drinks more.

Codebasics resume Challenge - Data Analytics Project - consumption

c. What factors influence respondents’ purchase decisions, such as price range and limited edition packaging?

43% of the consumers buy a product if the price is between 50-99.

Codebasics resume Challenge - Data Analytics Project - price preference

40% of the consumers do not expect a change in the packaging while 39% of consumers are open to trying the Limited Edition Packaging.

Codebasics resume Challenge - Data Analytics Project - packing preference

Product Development

a. Which area of business should we focus more on our product development?
(Branding/taste/availability)

Out of 980 respondents of CodeX, only 219 have a positive brand perception.

Brand perception about CodeX

The taste experience rating is the same as the industry rating. This is not something that needs immediate attention.

Codebasics resume Challenge 6 - Data Analytics Project - CodeX Rating

We need to work on the availability of the product. About 20% of the consumers choose the product because it is available. Availability is a major factor in sales of a product.

Codebasics resume project Challenge 6 - availability city wise

Recommendations For CodeX

  • What immediate improvements can we bring to the product?
  • What should be the ideal price of our product?
  • What kind of marketing campaigns, offers, and discounts we can run?
  • Who can be a brand ambassador, and why?
  • Who should be our target audience, and why?

What immediate improvements can we bring to the product?

  • Availability
  • Health Concern – If possible another survey related to health concern questions. (455 Respondents who have heard about us)
  • Limited Edition Packaging
  • Add more natural ingredients, reduce sugar content and add more flavours.
  • Improve positive response rate
Codebasics Challenge - 6 - Data Analyst Project for beverage company

What should be the ideal price of our product?

The price range expected by consumers lies between 50 to 150.

In cities like Ahmedabad, Chennai, Hyderabad, Kolkata, Lucknow, Mumbai, and Pune consumers expect the price range to be between 50 to 99.

While in the rest of the cities, people are willing to pay up to 150.

Codebasics resume Challenge - Data Analytics Project - price preference

What kind of offers and discounts we can run?

In the previous recommendation, we saw that we can experiment with the price in different cities. Also, if changing the price does not go with the brand’s strategy, we can provide offers on buying the pack of 6 cans at a cheaper cost.

Also, each of these cities celebrates multiple festivals throughout the year. We can come up with the gift set packs.

What kind of marketing campaigns we can run?

  • Social Media
  • Influencer Marketing
  • Online Retailers/E-commerce
  • Guerilla Marketing

Social Media

We have seen in the insights that our consumers fall in the age group of 15 to 30. This age group is very much active on social media. Also, they get to know about the products from online ads. Running Social Media Ads can be a good strategy to reach them.

Influencer Marketing

  • Cheap
    Influencer marketing can be very cheap we set a strategy to target influencers and their audiences. We can work on a barter system or by paying some amount to the influencers.
  • Collaborating with local influencers (multiple Macro & Micro)
    We can collaborate with the influencers with the following of 10k to 100k, then 100k to 500k and so on. This will help our brand with branding and sales.
  • Giveaway to Influencers and their Followers
    Providing our products to consumers via influencers can help in changing brand perception.
  • Exclusive Coupons and Discounts
    Providing these discount coupons and exclusive offers will help us in retaining our customers. This will also play a role in remarketing by not spending money again and again on these campaigns.

Online Retailers/E-commerce

E-commerce and online grocery store do have their own PPC platforms. We can run paid ads on these platforms to increase the sale of the product because we are still not as well known by the consumers as the other brands.

Guerilla Marketing

  • Consumers are buying products from supermarkets
    We need to do some kind of special displays in supermarkets like renting and setting up a counter, or paying supermarkets for a space to display our products exclusively.
  • Participate in Events
    Like in Delhi The Grub Fest, Horn-oK-Please and similar food festival events. We can do some creative campaigns here to attract consumers and provide free testers to get more feedback on tasting to get reasonable insights.

Who can be a brand ambassador, and why?

While choosing the influencers, we need to keep in mind that we have to consider certain factors in mind.
1. Budget – Celebrity influencers charge more money according to their following and impact on social media.
2. Relevancy
– Energy drinks are consumed by consumers who like to do some sort of physical activity. So, the celebrity should be a sportsperson, athlete or person indulged in some physical activity.
3. Impact
– It is important to have an impact on their followers. Not every celebrity is influential but can still be followed by a vast audience. A celebrity who can influence the buying decision needs to be our brand ambassador.

I have selected 3 influencers keeping these 3 things in mind who can be our brand ambassadors.

Virat Kohli

  • Virat is a Youth Icon and famous for his discipline towards his game and fitness.
  • He is widely followed on social media.
  • He does a lot of endorsements.
  • Partnering with him can be costly.
Data Analyst Project recommendation - Virat Kohli

Neeraj Chopra

  • For the past 2 years, he has been in the news and gained popularity in social media after winning the Gold Medal for India.
  • We can capitalize on the free PR that he is getting from the media.
  • He is at his career peak and winning tournaments throughout the world.
  • He will be playing in upcoming high-profile tournaments including the Olympics.
Data Analyst Project recommendation - Neeraj Chopra

MS Dhoni

  • Even after his retirement, his picture of playing Candy Crush made it the most trending topic for days and millions of new users downloaded the game after that. This is the impact of MS Dhoni.
  • He is in talks for the next IPL season so the news around him will keep floating which indirectly helps our brand.
Data Analyst Project recommendation - MS Dhoni

Who should be our target audience, and why?

It is evident from the statistics that our consumers are mostly between the ages of 15 to 30.

From this survey, the count shows that 70% of consumers are youth.

Codebasics resume Challenge 6 Data Analytics Project 1

Additionally, I would like to share one more insight to target more cities. These are the stats of Google Trends from the past 12 months about the “Energy Drinks” topic.

Marketing Insights for beverage company from google trends past 12 months
Marketing Insights for beverage company from google trends

The above visuals show data that these are the top states or cities where this topic was trending the most and we can target these locations in brand expansion.

The execution of this project is added at the bottom of the article.

Thanks to Codebasics for providing this wonderful challenge.
Here is the link to this challenge: Codebasics Resume Project Challenge

The dataset provided by the Codebasics

This file contains all the meta information regarding the columns described in the CSV files. We have provided 3 CSV files:

  1. dim_respondents
  2. dim_cities
  3. fact_survey_responses

Column Description for dim_respondents:

  • Respondent_ID: This column represents the unique identifier assigned to each respondent in the survey.
  • Name: This column represents the name of the respondent who participated in the survey.
  • Age_Group: This column represents the categorized age group of the respondent. Age groups (15-18, 19-30, 31-45,46-65,65+)
  • Gender: This column represents the gender of the respondent. (Male, Female, Non-binary)
  • City_ID: This column represents the ID of the city where the respondent is located.

Column Description for dim_cities:

  • City_ID: This column represents the ID of the city.
  • City: This column represents the name of the city where the respondent is located. (“Delhi”, “Mumbai”, “Bangalore”, “Chennai”, “Kolkata”, “Hyderabad”, “Ahmedabad”, “Pune”, “Jaipur”, “Lucknow”)
  • Tier: This column represents the tier category of the city

Column Description for fact_survey_responses:

  • Response_ID
  • Respondent_ID
  • Consume_frequency
  • Consume_time
  • Consume_reason
  • Heard_before
  • Brand_perception
  • General_perception
  • Tried_before
  • Taste_experience
  • Reasons_preventing_trying
  • Current_brands
  • Reasons_for_choosing_brands
  • Improvements_desired
  • Ingredients_expected
  • Health_concerns
  • Interest_in_natural_or_organic
  • Marketing_channels
  • Packaging_preference
  • Limited_edition_packaging
  • Price_range
  • Purchase_location
  • Typical_consumption_situations

The PDF contains all the questions with the multiple-choice answers asked to the consumers.

Execution Part

The execution I am adding here is for the fellow learners who asked me to add on how I worked on this project.

Step – 1

I downloaded and opened the dataset in the given format i.e. .csv file. This helped me get familiar with Data. One by one I went through each file to make sure if there was any visual error I could spot.

Step – 2

I added all the data in Power BI and created some common Measures like total responses, average taste experience, gender count etc. I performed 1 extra step here and created a new Excel sheet of count of respondents city-wise. This is because I was practising on MySQL and I just exported a sheet from there and added it to Power BI.

Step – 3

Created a Word file and copied the question there and whatever idea came to my mind just started drafting there. This is because I am from a Digital Marketing background and my brain kept suggesting marketing ideas like influencers, the type of marketing we can use etc.

Step – 4

Created Visuals and report pages.

Step – 5

Picked a colour theme to design the dashboard and PPT. I used 2 to 3 color shades of green. This is to keep it simple. The PPT was created in Canva using screenshots of my dashboard. During this phase, I worked on marketing suggestions. I looked at my Word file and used the ideas that came to my mind while I was working on the project.

Step – 6

The presentation was created and recorded in Canva with plenty of retakes. My main goal was to finish it at once and not to pause and record.

These are the steps I took in finishing the challenge.

I used MySQL for practice and at the same time, I used MsExcel to perform the same tasks.

I will keep working on these sorts of challenges and projects. Please stay connected with me on LinkedIn for more updates.

9 thoughts on “Codebasics Resume Project Challenge – Data Analytics Project”

  1. As you mention in last section you would like to share your execution..so please share here it will help for lots of learner including me..

      1. Thanks for adding execution part because of my request your execution is quite straight forward and easy to understand i also doing this project right now in my office hours but my i am thinking so much in every situation that’s why i only complete one section in one day.is it necessary to think so much in deep?

        1. Not really.
          It is easy to execute.
          I also did the project while working during the day.
          Start adding all the data in Power BI.
          Every day just start doing 2 visuals.
          Follow the questions asked in the documentation.
          Once this visual part is sorted, design it.
          Leave the last part of marketing for thinking and do not spend time on that as well.

  2. Hello Pushkar

    I am unable to get how did you share the responsive report here? Which tool you used?
    Could you please tell in more detail?

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