Wednesday, 21 October 2015

Retail Data Analysis

Retail Data Analysis

Sales and profitability analysis
Product sales analysis enables retailers to continuously monitor point-of-sale data to uncover sales trends, track product demand, and optimize merchandising strategies.

Accounts Payable
Accounts Receivable
Advertising Expenses
Customer Counts
Discount Percent
Gross Profit
Inventory
Product Cost
Product Purchase Price
Return on Assets (ROA)
Sales Revenue
Unit Movement

Store operations analysis
Information on store operations allows retailers to maximize the profitability of their sales
channels and empower executives with fact-based decision-making. Store managers can
effortlessly receive personalized sales, marketing, and inventory reports, store-vs.-store scorecards, and exception notifications, ensuring that time-sensitive issues are addressed and resolved.

Asset Turnover
Comparable Store Sales
Competitor Stores
Direct Stores Delivery
Front Store Sales
Inventory Turnover
Labour Cost Analysis
Percent Sold at Markdown
Reallocation
Register Usage Analysis
Return on Assets (ROA)
Margin
Sales per Linear Foot
Sales per Square Foot




Customer analysis
Understanding customer behaviour is essential to surviving in today’s retail environment.
Attrition Risks
Customer Profiling
List Generation
New Customers
Post-Campaign Analysis
Profitable Customers
Segmentation
Share of Wallet
Target Marketing

Merchandise management
By effectively managing merchandise, retailers can maximize the profitability of the
Merchandising process.

Active SKUs
Department Contribution
Hot Item Report
In-Stock Percent
Inventory Turns
Lineal Feet
Markdown Percent
Pull-Through
Reallocations
Seasonal Buying
Sell-Through
Weeks of Supply

Inventory management

Percent Defects
Percent Delivered on Time
Percent Shipped on Time
Percent Space Utilized
Percent Variability of Lead Time
Average Inventory
Back-Order Cost
EOQ
Excess Stock Cost
Industry Ratio
In-Stock Percent
Inventory Carrying Cost
Inventory Turns
Item Fill Rate
Markdown
Obsolete Stock Cost
Purchase Order Fill Rate Percent
Rework or Scrap Rate
Safety Stock
Stock to Sales Ratio
Stock-Out Percent
Storage and Handling Costs

Supplier performance management

With extensive networks of suppliers, retailers need the tools to maximize supplier performance both individually and across their networks.

Aging Accounts Receivable
Aging Accounts Payable
Average Price
Burdened Direct Labor
Customer Service Rate
Days in Inventory
Days Sales Outstanding
Direct Material Cost
Fill Rate
Fixed Asset Utilization
Fulfillment Accuracy
Inventory Turns
Inventory Write-Offs
Lead Time
Manufacturing Equipment Utilization
On-Time Rate
Order-Fill Rate
Plant Utilization
Quantity
Stock-Outs









Marketing and e-commerce analysis
Faced with diversifying sales channels, retailers must understand customer behaviour across
channels to best target their marketing efforts. By analyzing customers’ transaction histories, stated preferences, and current interactions, Tableau enables retailers to identify
opportunities for improved promotions, special offers, recommendations, and targeted
advertising.

Ad Blocks
Advanced Ship Notices
Brick-and-Mortar Store vs. Online Sales
Channel Share
Click-Through Rate
Coupon Distribution
Customer Subscription
Endcap Efficiency
Feature vs. Display
Grand Openings
Lead-to-Sale Conversion
Market Share
Marketing Spend
Pricing
Promotional Lift
Sell-Through

Marketing analysts use Web-based dashboards daily to ensure maximum return on investment and manage promotions more effectively.

Market basket analysis
Market basket analysis allows retailers to determine which products customers buy in combination, as well as which customers have bought only part of the combination of products.

Attachment Rates
Basket-Register Correlation
Brand Switching
Core Item Frequency
Core Items
Customer Loyalty
Demographic Baskets
In-Basket Price
Items Per Basket
Revenue Contribution
Shopper Penetration

Category management
With increasing pressure to focus on the customer, retailers must understand sales and consumer trends by gaining insight into merchandise performance by product, category, geography, and vendor.

Assortment Optimization
Average Quantity
Category Contribution
Market Benchmarks
Pricing
Role Analysis
Season Changeover
Section Percent of Store
Share of Shelf
SKU Rationalization
SKUs in Category
Vendor Performance

Loss prevention
Retailers have a huge opportunity to reduce costs by minimizing loss across inventory and
distribution channels.

Back Orders
Cancels
Distribution Shrink
Hot Customer
Hot Staff
Hot Stores
Markdowns
Natural Losses
Return Rates
Shrink
Vendor Rationalization











Credit services analysis
With the increasing importance of private-label credit business, new opportunities for financing programs, and more credit-based sales, retailers want to track their customers’ credit habits to identify the most profitable customers and to protect themselves from loss through customer default on credit.

Accounts Payable
Accounts Receivable
Cash-to-Cash Cycles
Chargeback Analysis
Fraud Outcomes
Out-of-Pattern
Payments Outstanding
Rate Forecasting
Risk Scoring
Total Daily Risk

Labour scheduling
To optimize the efficiency of their operations, retailers must monitor staffing needs and employee performance.

Best / Worst Stores
Best Employees
Budget vs. Actual
Event Shortages
Forecast Staff
Missed Work
Overtime
Sales per Labour Hour

Task Breakdown

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