Retail Sales in the United States increased 0.20 percent in February of 2025 over the previous month. This dataset provides - U.S. December Retail Sales Increased More Than Forecast - actual values, historical data, forecast, chart, statistics, economic calendar and news.

This statistic shows the retail sales value in Saudi Arabia in 2018, with estimates from 2019 to 2025. In 2018, the retail sales value amounted to 123.9 billion U.S. dollars. It was estimated that the retail sales value would grow until 2025, reaching around 168.9 billion U.S. dollars.

Forecast: Estimated Retail Sales in the US 2023 - 2027 Discover more data with ReportLinker!

Based on a forecast, retail sales revenues in Germany will amount to over 773 billion euros in 2025. Figures are expected to increase annually. This timeline shows the retail sales revenue development in Germany from 2011 to 2025.

BigMart Sales Prediction Challenge

BigMart, a leading retail chain, aims to enhance its sales strategy by analyzing historical sales data. The goal is to develop a predictive model that estimates the sales of various products across different outlets, helping BigMart understand the key factors influencing sales performance.

Problem Statement

BigMart has gathered sales data from 2013 for 1,559 products sold across 10 stores in different cities. Along with sales figures, various product and store attributes have been recorded. The objective is to build a machine learning model that can accurately forecast the sales of products at specific outlets.

By leveraging this predictive model, BigMart can gain insights into product and store characteristics that drive sales growth, enabling better business decisions.

Challenges

The dataset may contain missing values due to unreported data from certain stores, requiring appropriate data preprocessing techniques.

Dataset Overview

Train Dataset (8,523 records)

Includes both input features and the target variable (Item_Outlet_Sales).

• Product Features

  • Item_Identifier: Unique product ID
  • Item_Weight: Weight of the product
  • Item_Fat_Content: Fat level (low-fat or regular)
  • Item_Visibility: Percentage of display area allocated to the product
  • Item_Type: Category of the product
  • Item_MRP: Maximum Retail Price

• Store Features

  • Outlet_Identifier: Unique store ID
  • Outlet_Establishment_Year: Year the store was established
  • Outlet_Size: Store size (small, medium, large)
  • Outlet_Location_Type: City tier classification
  • Outlet_Type: Type of outlet (grocery store, supermarket, etc.)

• Target Variable

  • Item_Outlet_Sales: Sales of the product at a particular store (to be predicted)

Test Dataset (5,681 records)

Contains the same features as the train dataset except for Item_Outlet_Sales, which needs to be predicted.

Submission Format

Your model should generate a CSV file with the following columns:
- Item_Identifier: Unique product ID
- Outlet_Identifier: Unique store ID
- Item_Outlet_Sales: Predicted sales value

Reference

For more details, visit: Analytics Vidhya BigMart Sales III

Forecast: Retail Sales in Japan 2023 - 2027 Discover more data with ReportLinker!

In 2021, retail sales of frozen baked goods in the United States were approximately 2.42 billion U.S. dollars. By 2026, they are forecast to reach almost 2.58 billion U.S. dollars.

The historical sales dataset for this research is obtained from a Bangladeshi retailer. The dataset covers a period of 1826 days and includes daily sales data for a particular product from 01 January 2013 to 31 December 2017. The raw sales data has 2 columns: the first column contains timestamps, while the remaining column reflects the quantity sold.

Retail Sales in Finland decreased 1.10 percent in January of 2025 over the previous month. This dataset provides - Finland Retail Sales MoM - actual values, historical data, forecast, chart, statistics, economic calendar and news.

In 2020, global retail sales fell by 2.9 percent as a result of the COVID-19 pandemic, bouncing back in 2021 with a growth of 9.7 percent Global retail sales were projected to amount to around 27.3 trillion U.S. dollars by 2022, up from approximately 23.7 trillion U.S. dollars in 2020.

American retailers worldwide
As a result of globalization and various trade agreements between markets and countries, many retailers are capable of doing business on a global scale. Many of the world’s leading retailers are American companies. Walmart and Amazon are examples of such American retailers. The success of U.S. retailers can also be seen through their performance in online retail.

Retail in the U.S.
The domestic retail market in the United States is a lucrative market, in which many companies compete. Walmart, a retail chain offering low prices and a wide selection of products, is the leading retailer in the United States. Amazon, The Kroger Co., Costco, and Target are a selection of other leading U.S. retailers.

Retail Sales in Hong Kong decreased 5.20 percent in January of 2025 over the same month in the previous year. This dataset provides the latest reported value for - Hong Kong Retail Sales YoY - plus previous releases, historical high and low, short-term forecast and long-term prediction, economic calendar, survey consensus and news.

Retail Sales in France decreased 0.20 percent in February of 2025 over the same month in the previous year. This dataset provides - France Retail Sales YoY - actual values, historical data, forecast, chart, statistics, economic calendar and news.

Retail Sales in France increased 0.50 percent in February of 2025 over the previous month. This dataset provides the latest reported value for - France Retail Sales MoM - plus previous releases, historical high and low, short-term forecast and long-term prediction, economic calendar, survey consensus and news.

Retail Sales in Austria decreased 0.90 percent in January of 2025 over the previous month. This dataset provides the latest reported value for - Austria Retail Sales MoM - plus previous releases, historical high and low, short-term forecast and long-term prediction, economic calendar, survey consensus and news.

Dataset

This dataset was created by Adarsh Jha

Contents

This dataset provides values for RETAIL SALES reported in several countries. The data includes current values, previous releases, historical highs and record lows, release frequency, reported unit and currency.

Dataset

This dataset was created by Chase Carlson

Released under MIT

Contents

Retail Sales in Montenegro decreased 32.40 percent in January of 2025 over the previous month. This dataset provides - Montenegro Retail Sales MoM- actual values, historical data, forecast, chart, statistics, economic calendar and news.

Forecast: Number of Enterprises in Books Retail Sales in Specialized Stores in Germany 2024 - 2028 Discover more data with ReportLinker!

Forecast: Books Retail Sales in Specialized Stores Turnover in France 2024 - 2028 Discover more data with ReportLinker!