Iowa Liquor
Alcoholic beverage division sales analytics
Our team
Introduction
Putu Bagia Artha
Nafisha Belva Sakinah
Krizan Wijayakusumah
Executive Summaries
Background
01
Objective and scope definition
02
Data Source
04
Data Analysis
05
Table of Contents
Business Question And Methodology
03
Insights and recommendation
06
Introduction
ABD overview
Problem background
Background
01.
Iowa Alcoholic Beverages Division (ABD)
Overview
BACKGROUND
According to NABCA, National Alcohol Beverage Control Association, Iowa became one of the first Control states in 1934. The state regulates the traffic in alcoholic liquors for the protection of the welfare, health, peace, morals, and safety of the people of the state. Also, the state provides its E license liquor sales data monthly which contains more than 20M transactions records since 2012. Class "E" liquor license (LE) allows for the sale of alcoholic liquor for off-premises consumption in original unopened containers. In other words, this license is designed for customers who purchase alcohol and then take it somewhere else.
Problems Background
BACKGROUND
02. Objective and Scope
Main Objective
Objective and scope
Scope Definition
Objective and scope
Business Questions And Methodology
03.
Business Questions
How to decrease the number of monthly unsold bottle by 2% in the next year.
How to increase total sales by 5% next year.
Methodology
Brainstorming
Determine what topic and find the related dataset
Data Cleaning
Data Analysis
Data Visualization
Insights and
Recommendation
Clean the raw data using python
Analyze the data using python and tableau
Visualize the findings and insights using tableau
Generated insights and recommendation for the business problem
04. Data Source
Iowa Liquor Sales (Jan 2021-Jan 2022)
https://www.kaggle.com/gabrielramos87/iowa-sales-liquor-jan-2021jan-2022
This dataset contains the spirits purchase information of Iowa Class “E” liquor licensees by product and date of purchase from January 2021 to January 2022. The dataset contains of ~ 3M rows and 24 columns.
Data Analysis
05.
Monthly REVENUE Iowa ALCOHOLIC BEVERAGES DIVISION
Data Analysis
Total Revenue in 2021 is 86M dollars.
The months that generate the Highest Revenue are March, June, and December. The Lowest Revenue occurred in July 2021 and January 2022.
Number of sold and unsold bottles per category
Data Analysis
Profit Margin
Data Analysis
The Average profit margin for all categories is around 33%. There was an Increase in Unsold Bottles when the profit margin got significant for certain categories.
Top 8 and bottom 5 bottle category
Data Analysis
The highest type of liquor sales is Vodka (American Vodka). The second popular type is Whiskey (Whiskey Liqueur, Canadian Whiskies, Straight Borboun Whiskies).
Monthly DiffERENCE Sold and unsold bottle
Data Analysis
Monthly bottle sold shows a downtrend from the beginning of the year to the end of the year 2021.
The most significant percentage difference between the total sold and unsold bottles is June (11%). There is a high demand in June so it can be used as a good sales month. While March and December were relatively higher, the unsold level for those months was relatively high. So that promos can be given in both months by considering the amount of liquor ordered.
MAP of AVERAGE BOttle sold per County
Data Analysis
South Iowa is the area that has a higher average liquor consumption than North Iowa.
The Highest Bottle Sold are in Scott county. And the Lowest Bottle Sold are in Keokuk county.
Insights and
Recommendation
06.
Insights
Insights and recommendation
Iowa ABD’s revenue does not cover the overall expense to buy liquor (deficit of $3,6M).
Iowa ABD’s unsold bottle reached a staggering ~29% of the overall liquor bought.
Iowa ABD’s only achieve ~71% sales from the overall liquor bought.
There is a downtrend in bottle sold from the beginning of 2021 to the beginning of 2022
Downtrend in bottle sold and profit showing that innovation is required to boost more sales in the near future
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Recommendation
Insights and recommendation
Increase the number of bottle sold at least 2% per month to achieve BEP by giving promo on selected item (liquor that has more that 44% profit margin).
We suggest that we should focused our sales on the most preferable liqueurs such as whiskey, Vodka, Cordials/liqueurs in Iowa.
Increase the bottle sold target from 71% in 2021 to 75% until the end of 2022 to gain profit.
Innovation like ordering new packaging type, improving online sales, and DTC (direct-to-customer) shipping can increase the number of liquor sales.
(source: goekos.com)
Increase the sales by running a campaign in several counties (Scott, Pottawatta, Montgomery) that have high average bottles sold.
Create an event or campaign in March, June, and December that has high profit to optimize the sales of liqueurs.
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THANK YOU