100+ datasets found
  1. Clothing Store Data Set

    • kaggle.com
    zip
    Updated Sep 21, 2025
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    Aryan Patel (2025). Clothing Store Data Set [Dataset]. https://www.kaggle.com/datasets/arrakis24/clothing-store-data-set
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    zip(500826 bytes)Available download formats
    Dataset updated
    Sep 21, 2025
    Authors
    Aryan Patel
    License

    https://creativecommons.org/publicdomain/zero/1.0/https://creativecommons.org/publicdomain/zero/1.0/

    Description

    📨 Direct Mail Marketing Response Dataset

    This dataset focuses on predicting which customers are most likely to respond to a direct mail marketing promotion.
    It is based on real data from a clothing store chain in New England.

    • Rows: 28,799 customers
    • Features: 51 fields (customer demographics, purchase history, and marketing interactions)
    • Target: RESP (whether a customer responded to a promotion)

    📊 Dataset Details

    Each row corresponds to a unique customer, with information about spending behavior, product preferences, and marketing exposure.

    Key Fields

    • HHKEY → Unique encrypted customer ID
    • ZIP_CODE → Customer’s ZIP code
    • FRE → Number of purchase visits
    • MON → Total net sales
    • AVRG → Average spend per visit
    • AMSPEND, PSSPEND, CSSPEND, AXSPEND → Spend across four different franchise brands
    • OMONSPEND, TMONSPEND, SMOSPEND → Spend over past 1, 3, and 6 months
    • PREVPD → Spend in the same period last year
    • GMP → Gross margin percentage
    • PROMOS → Number of marketing promotions on file
    • DAYS → Number of days customer has been on file
    • FREDAYS, LTFREDAY → Time between purchases (recent & lifetime average)
    • CLASSES → Number of different product classes purchased
    • STYLES → Number of individual items purchased
    • STORES → Number of stores shopped at
    • MARKDOWN, COUPONS, MAILED, RESPONDE, RESPONSERATE → Promotion and discount engagement
    • HI → Product uniformity (lower = more diverse purchases)
    • CLUSTYPE → Lifestyle cluster type (encrypted)
    • PERCRET → Percent of returns
    • CC_CARD, VALPHON, WEB → Flags for credit card, valid phone number, and web shopper status

    🛍 Clothing Category Spend Variables

    Variables: PSWEATERS, PKNIT_TOPS, PKNIT_DRES, PBLOUSES,PJACKETS, PCAR_PNTS, PCAS_PNTS, PSHIRTS, PDRESSES, PSUITS, POUTERWEAR, PJEWELRY, PFASHION, PLEGWEAR, PCOLLSPND; AC_CALC20

    Percentages of spend across 15 clothing/product categories:

    sweaters, knit tops, knit dresses, blouses, jackets, career pants, casual pants, shirts, dresses, suits, outerwear, jewelry, fashion, legwear, collectibles

    🎯 Target Variable

    • RESP → Binary variable indicating whether the customer responded to a mailed promotion.

    Credits: https://iscap.pt/~aazevedo/variaveis.html

  2. Most used fashion stores among Gen Z in the U.S. 2025

    • statista.com
    Updated Nov 26, 2025
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    Statista (2025). Most used fashion stores among Gen Z in the U.S. 2025 [Dataset]. https://www.statista.com/forecasts/1465695/most-used-fashion-stores-among-gen-z-in-the-united-states
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    Dataset updated
    Nov 26, 2025
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    Jun 17, 2025 - Sep 24, 2025
    Area covered
    United States
    Description

    Forever 21 was the leading fashion store in the United States, based on brand usage among Generation Z in 2025. The predominantly U.S. based retailer was used by 35 percent of internet users, three percentage points more than second-place BOSS. Interested in more detailed results covering all brands of this ranking and many more? Explore GCS Brand Profiles. These statistics show results of the GCS Brand Profiler.

  3. Online Women's Clothing Sales in the US - Market Research Report (2015-2030)...

    • ibisworld.com
    Updated Nov 8, 2025
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    IBISWorld (2025). Online Women's Clothing Sales in the US - Market Research Report (2015-2030) [Dataset]. https://www.ibisworld.com/united-states/market-research-reports/online-womens-clothing-sales-industry/
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    Dataset updated
    Nov 8, 2025
    Dataset authored and provided by
    IBISWorld
    License

    https://www.ibisworld.com/about/termsofuse/https://www.ibisworld.com/about/termsofuse/

    Time period covered
    2015 - 2030
    Description

    The Online Women's Clothing Sales industry has surged in recent years, riding on the broader wave of growth in the e-commerce sector. An increasing number of consumers are embracing online shopping, moving away from traditional brick-and-mortar stores. This shift has been underpinned by growing comfort levels with digital platforms and favorable economic conditions, such as rising disposable income and consumer spending, all of which have contributed to a robust expansion in online sales. The industry's revenue has grown at a CAGR of 2.9% over the past five years and is expected to total $61.8 billion in 2025, when revenue will climb by an estimated 2.8%. The advent of smartphones and improved internet connectivity has brought digital shopping closer to consumers, resulting in a significant climb in sales. Also, social media penetration has opened up new avenues for online retailers to target their audience with personalized marketing strategies; this, combined with an increasingly fashion-conscious female population, has driven online clothing sales. However, the landscape has become more competitive, with traditional retailers venturing into the online space to recapture their market share. This shift has primarily been driven by low entry barriers, leading to an increase in the number of new companies entering the market. Consequently, intensified price competition and rising operational costs have compressed profit, with industry profitability declining as retailers prioritize market share over sustainable earnings. The industry will continue its upward trajectory. One of the drivers for this growth will be the advent of new technologies like Augmented Reality (AR), Virtual Reality (VR) and Artificial Intelligence (AI), which will revolutionize online shopping by providing immersive and personalized experiences to consumers. Nonetheless, the industry must grapple with challenges associated with sustainability demands, data privacy issues and the continuous inflow of new companies, which will inevitably intensify competition. To remain competitive, online retailers will need to employ more sophisticated marketing strategies and prioritize providing an exceptional shopping experience for consumers. Over the next five years, revenue will hike at a CAGR of 2.5% to reach an estimated $69.8 billion in 2030.

  4. c

    The plus size clothing market size, share, trends and forecast 2025 to 2033

    • cognitivemarketresearch.com
    pdf,excel,csv,ppt
    Updated Sep 18, 2025
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    Cognitive Market Research (2025). The plus size clothing market size, share, trends and forecast 2025 to 2033 [Dataset]. https://www.cognitivemarketresearch.com/plus-size-clothing-market-report
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    pdf,excel,csv,pptAvailable download formats
    Dataset updated
    Sep 18, 2025
    Dataset authored and provided by
    Cognitive Market Research
    License

    https://www.cognitivemarketresearch.com/privacy-policyhttps://www.cognitivemarketresearch.com/privacy-policy

    Time period covered
    2021 - 2033
    Area covered
    Global
    Description

    According to cognitive market research, The plus size clothing market is driven largely by shifting societal attitudes towards body positivity and inclusivity. Market Dynamics of Plus Size Clothing Market

    Key Drivers of Plus Size Clothing Market

    Rising Body Positivity and Demand for Size-Inclusive Fashion

    One of the primary drivers of the plus-size clothing market is the global shift toward body positivity and self-acceptance. Movements advocating for inclusive beauty standards have gained significant traction, especially among younger demographics. A 2023 consumer study by Fashion Retail Analytics revealed that over 70% of Gen Z and Millennial shoppers prefer brands that promote body diversity and inclusivity, influencing their purchasing decisions. This cultural shift has pressured fashion brands to reevaluate their offerings, not just in terms of sizing but also in representation and marketing.

    (Source:https://www.indianretailer.com/article/d2c-new-commerce/fashion-accessories/how-d2c-activewear-brands-are-redefining-fitness)

    Furthermore, the increased visibility of plus-size influencers and models on social media platforms like Instagram and TikTok has amplified demand for stylish, well-fitting clothing options. According to a 2024 report by Global Fashion Insights, 62% of plus-size consumers reported dissatisfaction with the lack of fashionable choices available to them, despite expressing a high intent to purchase if better options existed.

    (Source:https://www.mckinsey.com/industries/retail/our-insights/state-of-fashion-2024)

    Opportunities in Plus Size Clothing Market

    Untapped Demand in Emerging Markets and E-Commerce Expansion

    While much of the focus has been on Western markets, there is a significant untapped opportunity for plus-size clothing in emerging economies. As urbanization increases and income levels rise in regions like Asia-Pacific, Latin America, and the Middle East, so does the demand for fashionable and inclusive clothing. Yet, nearly 60% of plus-size consumers in these regions report limited access to well-fitting apparel, according to a 2024 survey by Emerging Market Fashion Outlook. Local and global brands that proactively expand their size ranges and marketing strategies to cater to these underserved populations stand to gain a competitive edge.

    (Source:https://foundryjournal.net/wp-content/uploads/2025/03/13.FJ25C587.pdf)

    Additionally, the rise of e-commerce presents a powerful channel for reaching the plus-size demographic. Online platforms allow for broader size ranges, personalized recommendations, and customer feedback integration something traditional retail has struggled to offer consistently. A study by Digital Fashion Insights in 2023 showed that over 68% of plus-size consumers prefer shopping online due to better variety and fit information, making digital-first strategies a critical opportunity area for both startups and legacy brands looking to grow in this segment.

    (Source:https://www.capgemini.com/wp-content/uploads/2025/01/Consumer-trends14012025.pdf)

    AI in Plus-Size Clothing Market

    Artificial Intelligence (AI) is playing an increasingly transformative role in the plus-size clothing market by enhancing product development, personalization, and customer experience. AI-powered fit prediction tools and virtual try-on technologies are helping brands address one of the industry's biggest challenges: sizing accuracy. A 2024 retail tech survey found that 58% of plus-size consumers abandon online purchases due to uncertainty about fit, a gap AI is now helping to close.

    Additionally, AI-driven data analytics are enabling brands to better understand consumer preferences by analyzing purchase behavior, reviews, and social media feedback leading to more inclusive and data-informed design decisions. AI is also being used in inventory planning, reducing overproduction in less popular sizes and ensuring better availability in high-demand plus sizes. As the market continues to evolve, AI offers a powerful tool for brands aiming to deliver more personalized, size-inclusive, and efficient shopping experiences.

    (Source:https://shaku.tech/blogs/the-role-of-ai-in-size-inclusivity-revolutionizing-fashion-for-all-bodies) Introduction of Plus Size Clothing Market

    The plus-size clothing market has seen a significant transformation in recent years, fueled by growing body positivity movements, changing consumer attitudes...

  5. F

    Producer Price Index by Industry: Women's Clothing Stores (DISCONTINUED)

    • fred.stlouisfed.org
    json
    Updated Jun 15, 2015
    + more versions
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    (2015). Producer Price Index by Industry: Women's Clothing Stores (DISCONTINUED) [Dataset]. https://fred.stlouisfed.org/series/PCU4481244812
    Explore at:
    jsonAvailable download formats
    Dataset updated
    Jun 15, 2015
    License

    https://fred.stlouisfed.org/legal/#copyright-public-domainhttps://fred.stlouisfed.org/legal/#copyright-public-domain

    Description

    Graph and download economic data for Producer Price Index by Industry: Women's Clothing Stores (DISCONTINUED) (PCU4481244812) from Dec 2003 to May 2015 about apparel, females, PPI, industry, inflation, price index, indexes, price, and USA.

  6. w

    Global Clothing & Accessory Store Market Research Report: By Product Type...

    • wiseguyreports.com
    Updated Sep 15, 2025
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    (2025). Global Clothing & Accessory Store Market Research Report: By Product Type (Clothing, Footwear, Accessories, Jewelry, Bags), By Consumer Demographics (Men, Women, Children, Teens, Unisex), By Sales Channel (Online, Offline, Direct Sales, Wholesale, Retail), By Fashion Trend (Fast Fashion, Luxury Fashion, Sustainable Fashion, Athleisure, Vintage) and By Regional (North America, Europe, South America, Asia Pacific, Middle East and Africa) - Forecast to 2035 [Dataset]. https://www.wiseguyreports.com/reports/clothing-accessory-store-market
    Explore at:
    Dataset updated
    Sep 15, 2025
    License

    https://www.wiseguyreports.com/pages/privacy-policyhttps://www.wiseguyreports.com/pages/privacy-policy

    Time period covered
    Sep 25, 2025
    Area covered
    Global
    Description
    BASE YEAR2024
    HISTORICAL DATA2019 - 2023
    REGIONS COVEREDNorth America, Europe, APAC, South America, MEA
    REPORT COVERAGERevenue Forecast, Competitive Landscape, Growth Factors, and Trends
    MARKET SIZE 2024301.3(USD Billion)
    MARKET SIZE 2025309.1(USD Billion)
    MARKET SIZE 2035400.0(USD Billion)
    SEGMENTS COVEREDProduct Type, Consumer Demographics, Sales Channel, Fashion Trend, Regional
    COUNTRIES COVEREDUS, Canada, Germany, UK, France, Russia, Italy, Spain, Rest of Europe, China, India, Japan, South Korea, Malaysia, Thailand, Indonesia, Rest of APAC, Brazil, Mexico, Argentina, Rest of South America, GCC, South Africa, Rest of MEA
    KEY MARKET DYNAMICSsustainability trends, e-commerce growth, fast fashion impact, changing consumer preferences, digital marketing strategies
    MARKET FORECAST UNITSUSD Billion
    KEY COMPANIES PROFILEDLululemon, American Eagle Outfitters, Uniqlo, Ralph Lauren, Tapestry, Zara, Forever 21, H&M, Columbia Sportswear, Puma, Gap, Nike, Adidas, Levi Strauss, TJX Companies
    MARKET FORECAST PERIOD2025 - 2035
    KEY MARKET OPPORTUNITIESSustainable fashion growth, Online shopping expansion, Personalized shopping experiences, Smart clothing technology, Enhanced customer engagement tools
    COMPOUND ANNUAL GROWTH RATE (CAGR) 2.6% (2025 - 2035)
  7. Online fashion retail revenue worldwide 2017-2029, by segment

    • statista.com
    Updated Sep 8, 2025
    + more versions
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    Statista Research Department (2025). Online fashion retail revenue worldwide 2017-2029, by segment [Dataset]. https://www.statista.com/topics/9288/fashion-e-commerce-worldwide/
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    Dataset updated
    Sep 8, 2025
    Dataset provided by
    Statistahttp://statista.com/
    Authors
    Statista Research Department
    Description

    In the fashion market worldwide in 2024, the apparel segment generated the highest revenue, reaching approximately 457.23 billion U.S. dollars. The accessories segment ranked second with around 185.6 billion U.S. dollars, while footwear followed with about 128.06 billion U.S. dollars.

  8. F

    Employment for Retail Trade: Women's Clothing Stores (NAICS 448120) in the...

    • fred.stlouisfed.org
    json
    Updated May 2, 2022
    + more versions
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    (2022). Employment for Retail Trade: Women's Clothing Stores (NAICS 448120) in the United States [Dataset]. https://fred.stlouisfed.org/series/IPUHN448120W201000000
    Explore at:
    jsonAvailable download formats
    Dataset updated
    May 2, 2022
    License

    https://fred.stlouisfed.org/legal/#copyright-public-domainhttps://fred.stlouisfed.org/legal/#copyright-public-domain

    Area covered
    United States
    Description

    Graph and download economic data for Employment for Retail Trade: Women's Clothing Stores (NAICS 448120) in the United States (IPUHN448120W201000000) from 1988 to 2021 about apparel, females, NAICS, retail trade, sales, retail, employment, and USA.

  9. F

    Sectoral Output for Retail Trade: Clothing Stores (NAICS 4481) in the United...

    • fred.stlouisfed.org
    json
    Updated Jun 3, 2025
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    (2025). Sectoral Output for Retail Trade: Clothing Stores (NAICS 4481) in the United States [Dataset]. https://fred.stlouisfed.org/series/IPUHN4481T300000000
    Explore at:
    jsonAvailable download formats
    Dataset updated
    Jun 3, 2025
    License

    https://fred.stlouisfed.org/legal/#copyright-public-domainhttps://fred.stlouisfed.org/legal/#copyright-public-domain

    Area covered
    United States
    Description

    Graph and download economic data for Sectoral Output for Retail Trade: Clothing Stores (NAICS 4481) in the United States (IPUHN4481T300000000) from 1987 to 2024 about apparel, NAICS, retail trade, production, sales, retail, and USA.

  10. Children's & Infants' Clothing Stores in the US - Market Research Report...

    • ibisworld.com
    Updated Apr 15, 2024
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    IBISWorld (2024). Children's & Infants' Clothing Stores in the US - Market Research Report (2015-2030) [Dataset]. https://www.ibisworld.com/united-states/market-research-reports/childrens-infants-clothing-stores-industry/
    Explore at:
    Dataset updated
    Apr 15, 2024
    Dataset authored and provided by
    IBISWorld
    License

    https://www.ibisworld.com/about/termsofuse/https://www.ibisworld.com/about/termsofuse/

    Time period covered
    2014 - 2029
    Description

    The Children's and Infants' Clothing Stores industry faces a considerable drop — a notable shift from its once robust and steady growth. This downturn reflects changing consumer trends, shifting demographics, the influence of e-commerce and enduring economic variables. Traditional retail, especially mall-based stores, are bearing the brunt of this downturn, with many closings or resorting to sales and discounts to attract buyers. Meanwhile, companies that embraced e-commerce early have managed to maintain a steadier course. Industry revenue has declined at a CAGR of 2.5% over the past five years and is expected to total $9.6 billion in 2024 when revenue will drop by an estimated 0.3%. The escalating trend towards online shopping is compelling various brick-and-mortar stores to shutter their doors or remodel their business structures to include e-commerce. The primary reasons behind this shift are convenience, expansive selections, competitive pricing and smooth customer experience with online shopping offers. The ease of making purchases from the comfort of one's home and the ability to compare prices and products has fortified e-commerce's leading position. Meanwhile, online juggernauts like Amazon continue to gobble up significant market shares, having recently expanded into the children's and infant clothing sectors. The success of the Children's and Infants' Clothing Stores industry will largely hinge on their adaptability—specifically, their ability to innovate their online marketing strategies and effectively embrace e-commerce. Physical stores will need a serious facelift to remain relevant, potentially through experiential retail that combines shopping with entertainment. Amid this transformative period, industry resilience will depend on effective cost management and keeping with consumer preferences. Indeed, the key to continued survival in the industry is the ability to deliver children's and infants' clothing in a manner that resonates with the modern, tech-savvy consumer. Over the next five years, revenue will inflate at a CAGR of 0.2% to reach an estimated $9.7 billion in 2029.

  11. c

    Men’s Apparel Market Size, Share, Growth and Forecast

    • cognitivemarketresearch.com
    pdf,excel,csv,ppt
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    Cognitive Market Research, Men’s Apparel Market Size, Share, Growth and Forecast [Dataset]. https://www.cognitivemarketresearch.com/men-s-apparel-market-report
    Explore at:
    pdf,excel,csv,pptAvailable download formats
    Dataset authored and provided by
    Cognitive Market Research
    License

    https://www.cognitivemarketresearch.com/privacy-policyhttps://www.cognitivemarketresearch.com/privacy-policy

    Time period covered
    2021 - 2033
    Area covered
    Global
    Description

    According to Cognitive Market Research, the global Men’s Apparel Market is driven by shifting lifestyle patterns, changing perceptions of masculinity, and a growing emphasis on personal style and self-expression Market Dynamics of Men’s Apparel Market

    Key Drivers of Men’s Apparel Market

    Shift Toward Sustainable and Ethical Fashion

    Sustainability has emerged as a core purchasing criterion among male consumers. As of 2024, almost half of men globally reported considering sustainability before buying clothing, with strong traction among Gen Z and millennial demographics. This shift is prompting apparel brands to adopt transparent supply chains, eco-conscious materials, and carbon-neutral manufacturing processes.

    (Source:https://www.mdpi.com/2071-1050/16/8/3129#:~:text=All%20respondents%20voluntarily%20agreed%20to,Sample.)

    Surveys conducted in Europe and North America revealed that more than 3 in 5 male consumers are actively seeking out clothing made from recycled or organic fabrics. This growing consciousness is compelling both global and regional players to invest in low-impact production methods, biodegradable packaging, and second-life initiatives such as apparel recycling and resale platforms.

    Certifications like GOTS (Global Organic Textile Standard) and OEKO-TEX are gaining prominence, between July 1, 2023, and June 30, 2024, OEKO-TEX issued over 50,000 certificates and labels, a 22% increase over the prior fiscal year. This underlines the industry’s structural transition from traditional fast fashion toward value-driven, environmentally responsible fashion consumption.

    (Source:https://www.oeko-tex.com/en/news/press-releases/oeko-tex-annual-report-2023-2024-press-release)

    Opportunities in Men’s Apparel Market

    Expansion of Personalized and Data-Driven Apparel Solutions

    One of the most prominent opportunities in the men’s apparel market lies in the integration of personalization and data-driven design. With evolving consumer expectations, apparel brands are increasingly leveraging artificial intelligence and consumer analytics to develop targeted offerings based on purchase history, fit preferences, and lifestyle indicators.

    Retailers utilizing data-backed personalization strategies have reported an increase of up to 35% in repeat purchases among male shoppers, suggesting that consumer satisfaction and loyalty can be significantly enhanced through curated experiences. Additionally, predictive trend analysis is enabling faster turnaround in product development cycles, allowing brands to launch micro-collections aligned with current demand patterns.

    (Source:https://www.brandxr.io/ai-powered-personalization-personalized-customer-experiences-at-scale) Introduction of Men’s Apparel Market

    The men’s apparel market is undergoing a steady evolution, driven by shifting lifestyle patterns, changing perceptions of masculinity, and a growing emphasis on personal style and self-expression. Traditionally dominated by formal and functional wear, the segment has expanded significantly to include casualwear, activewear, streetwear, and fashion-forward collections. Increasing urbanization, rising disposable incomes, and greater fashion awareness particularly among millennial and Gen Z men are key growth drivers. The influence of social media, celebrity endorsements, and digital platforms has also played a crucial role in shaping male consumer behavior, encouraging more frequent wardrobe updates and a willingness to experiment with new styles.

    In addition, the rise of wellness culture has boosted demand for athleisure and performance wear, while the post-pandemic shift toward hybrid work models has accelerated the transition from formal to smart-casual dressing. Sustainability is gaining ground in the men’s apparel market as well, with environmentally conscious consumers seeking durable, responsibly made garments. Brands are responding with collections that emphasize recycled materials, ethical sourcing, and minimalist design. As fashion becomes more inclusive and trend-driven across gender lines, the men’s apparel market is expected to continue evolving in both scale and complexity.

  12. d

    Geodemographic Data | Asia/ MENA | Latest Estimates on Population, Consuming...

    • datarade.ai
    .json, .csv
    Updated Mar 1, 2025
    + more versions
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    GapMaps (2025). Geodemographic Data | Asia/ MENA | Latest Estimates on Population, Consuming Class, Demographics, Retail Spend | GIS Data | Map Data [Dataset]. https://datarade.ai/data-products/gapmaps-premium-geodemographic-data-asia-mena-150m-x-150-gapmaps
    Explore at:
    .json, .csvAvailable download formats
    Dataset updated
    Mar 1, 2025
    Dataset authored and provided by
    GapMaps
    Area covered
    Asia, Singapore, India, Malaysia, Philippines, Indonesia, Saudi Arabia
    Description

    Sourcing accurate and up-to-date geodemographic data across Asia and MENA has historically been difficult for retail brands looking to expand their store networks in these regions. Either the data does not exist or it isn't readily accessible or updated regularly.

    GapMaps uses known population data combined with billions of mobile device location points to provide highly accurate and globally consistent geodemographic datasets across Asia and MENA at 150m x 150m grid levels in major cities and 1km grids outside of major cities.

    With this information, brands can get a detailed understanding of who lives in a catchment, where they work and their spending potential which allows you to:

    • Better understand your customers
    • Identify optimal locations to expand your retail footprint
    • Define sales territories for franchisees
    • Run targeted marketing campaigns.

    Premium geodemographics data for Asia and MENA includes the latest estimates (updated annually) on:

    1. Population (how many people live in your local catchment)
    2. Demographics (who lives within your local catchment)
    3. Worker population (how many people work within your local catchment)
    4. Consuming Class and Premium Consuming Class (who can can afford to buy goods & services beyond their basic needs and /or shop at premium retailers)
    5. Retail Spending (Food & Beverage, Grocery, Apparel, Other). How much are consumers spending on retail goods and services by category.

    Primary Use Cases for GapMaps Geodemographic Data:

    1. Retail (eg. Fast Food/ QSR, Cafe, Fitness, Supermarket/Grocery)
    2. Customer Profiling: get a detailed understanding of the demographic profile of your customers, where they work and their spending potential
    3. Analyse your trade areas at a granular 150m x 150m grid levels using all the key metrics
    4. Site Selection: Identify optimal locations for future expansion and benchmark performance across existing locations.
    5. Target Marketing: Develop effective marketing strategies to acquire more customers.
    6. Integrate GapMaps demographic data with your existing GIS or BI platform to generate powerful visualizations.

    7. Commercial Real-Estate (Brokers, Developers, Investors, Single & Multi-tenant O/O)

    8. Tenant Recruitment

    9. Target Marketing

    10. Market Potential / Gap Analysis

    11. Marketing / Advertising (Billboards/OOH, Marketing Agencies, Indoor Screens)

    12. Customer Profiling

    13. Target Marketing

    14. Market Share Analysis

  13. M

    Middle-aged and Elderly Women's Clothing Report

    • marketreportanalytics.com
    doc, pdf, ppt
    Updated Mar 27, 2025
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    Market Report Analytics (2025). Middle-aged and Elderly Women's Clothing Report [Dataset]. https://www.marketreportanalytics.com/reports/middle-aged-and-elderly-womens-clothing-35169
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    doc, ppt, pdfAvailable download formats
    Dataset updated
    Mar 27, 2025
    Dataset authored and provided by
    Market Report Analytics
    License

    https://www.marketreportanalytics.com/privacy-policyhttps://www.marketreportanalytics.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    The market for middle-aged and elderly women's clothing is experiencing robust growth, driven by several key factors. The increasing global population of women aged 50 and above, coupled with rising disposable incomes and a greater emphasis on personal well-being, are significantly boosting demand. This demographic is increasingly willing to invest in comfortable, stylish, and high-quality apparel that caters to their specific needs and preferences. Further fueling growth is the expanding online retail sector, offering convenience and accessibility to a wider range of products and brands. While traditional offline sales remain significant, the online channel is rapidly gaining traction, presenting new opportunities for both established and emerging players. The market is segmented by clothing type (thin, standard, thick) and sales channel (online, offline). While precise figures for market size and CAGR are not provided, reasonable estimations, considering global apparel market trends and the demographic shift, suggest a substantial and steadily increasing market value, potentially in the billions of dollars globally. The competitive landscape is diverse, encompassing both established international brands and smaller, regional players focusing on specialized designs or price points. Key players mentioned include YUZHAOLIN, hengyuanxiang, pierre cardin, and others demonstrating a range of brand strategies and market positioning. Geographic analysis indicates strong growth potential across various regions, notably in rapidly developing economies within Asia-Pacific and regions with aging populations such as North America and Europe. However, challenges such as fluctuating raw material costs and evolving fashion trends require continuous adaptation and innovation within the industry. The segment of the market focusing on "thick" clothing, likely encompassing warmer and more protective garments suitable for older individuals, presents a particularly interesting area for growth. The increasing prevalence of health issues related to aging and changes in seasonal climate patterns could influence this segment's future trajectories. Furthermore, successful businesses in this market are likely to focus on sustainable and ethically sourced materials appealing to the environmentally conscious consumer demographic. Effective marketing strategies tailored to the specific needs and preferences of this target audience, with a blend of both online and offline channels, are crucial for success. Understanding the preferences for comfort, fit, and functionality will significantly influence the design and marketing of products, influencing future market penetration. Overall, the market presents a substantial opportunity for businesses that can effectively address the specific needs and evolving preferences of this expanding demographic.

  14. United States: leading apparel retailers 2024, by retail sales

    • statista.com
    Updated Jan 14, 2012
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    Statista (2012). United States: leading apparel retailers 2024, by retail sales [Dataset]. https://www.statista.com/statistics/197833/2010-sales-of-apparel-retailers-in-the-us/
    Explore at:
    Dataset updated
    Jan 14, 2012
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    2024
    Area covered
    United States
    Description

    This ranking depicts the leading apparel retailers in the United States in 2024, based on retail sales. In that year, TJX was the leading apparel retailer in the United States, with retail sales of about ***** billion U.S. dollars. Global Apparel Industry The global apparel industry features a number of well known and highly valuable brands. The revenue of the global apparel market is forecast to grow year on year, reaching *** trillion U.S. dollars in 2029. The apparel industry is of great importance to the economy in terms of trade, employment, investment and revenue all over the world. This particular industry has short product life cycles, vast product differentiation and is characterized by great pace of demand change coupled with rather long and inflexible supply processes.Even well-established brands have to work hard to maintain their share of the market, through social media and advertising. Consumers are demanding more versatile wear with wider functionality, which means retailers continue producing new styles of apparel for men and women.

  15. Women Apparel Market Size, Share, Growth and Industry Report

    • imarcgroup.com
    pdf,excel,csv,ppt
    Updated May 6, 2025
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    IMARC Group (2025). Women Apparel Market Size, Share, Growth and Industry Report [Dataset]. https://www.imarcgroup.com/women-apparel-market
    Explore at:
    pdf,excel,csv,pptAvailable download formats
    Dataset updated
    May 6, 2025
    Dataset provided by
    Imarc Group
    Authors
    IMARC Group
    License

    https://www.imarcgroup.com/privacy-policyhttps://www.imarcgroup.com/privacy-policy

    Time period covered
    2024 - 2032
    Area covered
    Global
    Description

    The global women apparel market size was valued at USD 1,035.2 Billion in 2024. Looking forward, IMARC Group estimates the market to reach USD 1,372.7 Billion by 2033, exhibiting a CAGR of 3.2% during 2025-2033. Europe currently dominates the market, holding a significant market share of 39.8% in 2024. The market is fueled by growing disposable incomes, rapidly evolving fashion trends, and increasing online retail penetration. Greater social media influence and celebrity endorsements, rising demand for inclusive sizing and diverse fashion representation and growing working women population propels demand for flexible, fashionable apparel that can be worn both in and out of the workplace, while seasonal collections and continuous trend cycles also help maintain consumer interest which increases the women apparel market share.

    Report Attribute
    Key Statistics
    Base Year
    2024
    Forecast Years
    2025-2033
    Historical Years
    2019-2024
    Market Size in 2024
    USD 1,035.2 Billion
    Market Forecast in 2033
    USD 1,372.7 Billion
    Market Growth Rate 2025-20333.2%

    IMARC Group provides an analysis of the key trends in each segment of the global women apparel market, along with forecasts at the global, regional, and country levels from 2025-2033. The market has been categorized based on product type, season, and distribution channel.

  16. Apparel Stores Distributed by Number of Employee

    • aftership.com
    Updated Jan 11, 2024
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    AfterShip (2024). Apparel Stores Distributed by Number of Employee [Dataset]. https://www.aftership.com/ecommerce/statistics/stores/apparel
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    Dataset updated
    Jan 11, 2024
    Dataset authored and provided by
    AfterShiphttps://www.aftership.com/
    License

    Attribution-NonCommercial 4.0 (CC BY-NC 4.0)https://creativecommons.org/licenses/by-nc/4.0/
    License information was derived automatically

    Description

    This chart provides a detailed overview of the number of Apparel online retailers by Number of Employee. Most Apparel stores' Number of Employee are Less than 10, there are 177.57K stores, which is 88.24% of total. In second place, 5.63K stores' Number of Employee are 10 to 20, which is 2.80% of total. Meanwhile, 5.62K stores' Number of Employee are 20 to 50, which is 2.79% of total. This breakdown reveals insights into Apparel stores distribution, providing a comprehensive picture of the performance and efficient of online retailer.

  17. Family Clothing Stores in the US

    • ibisworld.com
    Updated Oct 15, 2025
    + more versions
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    IBISWorld (2025). Family Clothing Stores in the US [Dataset]. https://www.ibisworld.com/united-states/market-size/family-clothing-stores/1069/
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    Dataset updated
    Oct 15, 2025
    Dataset authored and provided by
    IBISWorld
    License

    https://www.ibisworld.com/about/termsofuse/https://www.ibisworld.com/about/termsofuse/

    Time period covered
    2005 - 2031
    Description

    Market Size statistics on the Family Clothing Stores industry in the US

  18. Global Activewear Market Size By Demographic (Gender, Age Group), By Product...

    • verifiedmarketresearch.com
    Updated Nov 12, 2025
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    VERIFIED MARKET RESEARCH (2025). Global Activewear Market Size By Demographic (Gender, Age Group), By Product Type (Apparel, Footwear), By Distribution Channel (Retail Stores, Online Retailers), By Geographic Scope And Forecast [Dataset]. https://www.verifiedmarketresearch.com/product/activewear-market/
    Explore at:
    Dataset updated
    Nov 12, 2025
    Dataset provided by
    Verified Market Researchhttps://www.verifiedmarketresearch.com/
    Authors
    VERIFIED MARKET RESEARCH
    License

    https://www.verifiedmarketresearch.com/privacy-policy/https://www.verifiedmarketresearch.com/privacy-policy/

    Time period covered
    2026 - 2032
    Area covered
    Global
    Description

    Activewear Market was valued at USD 390.37 Billion in 2024 and is projected to reach USD 628.89 Billion by 2032, growing at a CAGR of 6.5% from 2026 to 2032Global Activewear Market Key DriversThe activewear market is experiencing an unprecedented surge, transforming from niche sportswear into a global fashion and lifestyle category. This robust growth is fueled by a convergence of major socio-cultural, technological, and commercial factors. From the global embrace of wellness to the digital revolution in retail, these key drivers are continually expanding the market's reach and defining its future.Growing Health, Wellness, & Fitness Culture: The global shift towards health and physical wellbeing is the foundational driver of the activewear market. Rising consumer awareness of physical health, fitness, disease-prevention, and holistic wellness has led to a major increase in participation in activities like gym workouts, yoga, running, and various outdoor sports. This heightened involvement directly translates into an escalating demand for functional and performance-oriented apparel. Consumers are actively seeking gear that offers benefits like sweat-wicking, breathability, and muscle support to enhance their physical movement and comfort. Furthermore, in emerging economies like India and China, the combination of higher disposable incomes, rapid urbanization, and the adoption of Western lifestyle influences is powerfully facilitating this fitness trend, onboarding millions of new consumers into the activewear segment.Athleisure and Fashion-Versatility: The athleisure trend has fundamentally reshaped consumer clothing habits by blurring the lines between athletic gear and everyday casual wear. Consumers are no longer content with clothing designed solely for the gym; they demand garments that seamlessly transition from a workout session to social outings, running errands, or even casual workplaces. This desire for versatility and comfort makes activewear a daily fashion statement, significantly expanding the addressable audience beyond just dedicated athletes to include anyone prioritizing a relaxed yet stylish aesthetic. Brands capitalize on this by focusing on sophisticated designs, on-trend colors, and tailored silhouettes, turning items like yoga pants, joggers, and sports bras into wardrobe staples suitable for an array of occasions.

  19. R

    Modest Fashion Market Research Report 2033

    • researchintelo.com
    csv, pdf, pptx
    Updated Aug 13, 2025
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    Research Intelo (2025). Modest Fashion Market Research Report 2033 [Dataset]. https://researchintelo.com/report/modest-fashion-market
    Explore at:
    pptx, csv, pdfAvailable download formats
    Dataset updated
    Aug 13, 2025
    Dataset authored and provided by
    Research Intelo
    License

    https://researchintelo.com/privacy-and-policyhttps://researchintelo.com/privacy-and-policy

    Time period covered
    2024 - 2033
    Area covered
    Global
    Description

    Modest Fashion Market Outlook



    According to our latest research, the Global Modest Fashion market size was valued at $44.2 billion in 2024 and is projected to reach $98.7 billion by 2033, expanding at a robust CAGR of 9.5% during the forecast period of 2024–2033. This impressive growth trajectory is primarily fueled by the increasing global awareness and acceptance of modest fashion, transcending cultural and religious boundaries. The market is witnessing a paradigm shift as mainstream fashion houses and luxury brands embrace modest wear, integrating it into their seasonal collections. This broadening appeal is complemented by the rising purchasing power and digital connectivity in key Islamic markets, which is further amplified by social media influencers and e-commerce platforms. As a result, modest fashion is no longer a niche segment but a dynamic, fast-evolving global market with significant growth potential across diverse consumer demographics.



    Regional Outlook



    The Middle East & Africa region currently commands the largest share of the global modest fashion market, accounting for over 38% of the total market value in 2024. This dominance is attributed to the deeply rooted cultural and religious traditions that prioritize modest dressing, particularly among women. The presence of affluent consumer bases in countries such as the United Arab Emirates, Saudi Arabia, and Qatar, coupled with a strong retail infrastructure and the proliferation of luxury shopping destinations, has further propelled market growth. Government initiatives promoting local fashion industries and the influx of international brands collaborating with regional designers have also played a pivotal role in shaping the Middle East & Africa as the epicenter of modest fashion innovation and consumption. The region’s mature retail sector, high disposable income, and a thriving tourism industry continue to underpin its leadership position in the global modest fashion landscape.



    In contrast, the Asia Pacific region is emerging as the fastest-growing market, projected to register a CAGR of 11.2% through 2033. This rapid expansion is driven by the burgeoning Muslim population in countries such as Indonesia, Malaysia, and India, as well as growing demand from non-Muslim consumers seeking versatile, comfortable, and stylish clothing options. The region’s youthful demographic, increasing urbanization, and digital transformation are encouraging both local and international brands to invest heavily in product innovation and omni-channel retail strategies. Strategic government partnerships, such as Indonesia’s support for its modest fashion sector as a pillar of the national creative economy, are also spurring investment and fostering a vibrant ecosystem for designers and entrepreneurs. Consequently, Asia Pacific is poised to outpace other regions in terms of both market value and innovation over the next decade.



    Meanwhile, emerging economies in Latin America and certain parts of Europe are experiencing a gradual but noticeable uptick in modest fashion adoption. These regions face unique challenges, including limited awareness, supply chain constraints, and the need for greater localization of styles to cater to diverse cultural preferences. However, shifting societal attitudes towards inclusivity and the influence of global fashion trends are opening new avenues for growth. Policy reforms aimed at supporting small and medium-sized enterprises (SMEs) in the textile and apparel sectors, along with targeted marketing campaigns, are helping to overcome some of these barriers. As a result, Latin America and Europe are expected to witness steady, albeit slower, growth in the modest fashion market, with ample opportunities for brands willing to tailor their offerings to local tastes and sensibilities.



    Report Scope





    Attributes Details
    Report Title Modest Fashion Market Research Report 2033
    By Product Type Dresses, Abayas, Hijabs, Tunics

  20. M

    Middle-aged and Elderly Women's Clothing Report

    • archivemarketresearch.com
    doc, pdf, ppt
    Updated Jun 29, 2025
    + more versions
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    Archive Market Research (2025). Middle-aged and Elderly Women's Clothing Report [Dataset]. https://www.archivemarketresearch.com/reports/middle-aged-and-elderly-womens-clothing-685120
    Explore at:
    ppt, doc, pdfAvailable download formats
    Dataset updated
    Jun 29, 2025
    Dataset authored and provided by
    Archive Market Research
    License

    https://www.archivemarketresearch.com/privacy-policyhttps://www.archivemarketresearch.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    The market for middle-aged and elderly women's clothing is experiencing robust growth, driven by several key factors. The increasing disposable income among this demographic, coupled with a growing awareness of fashion and self-expression among older women, is fueling demand for stylish and comfortable apparel. Furthermore, advancements in fabric technology and design are leading to clothing options that cater specifically to the needs and preferences of this age group, emphasizing comfort, functionality, and ease of movement. Technological advancements in online retail are also facilitating wider access to a greater variety of products, catering to diverse styles and needs. Let's assume a conservative CAGR of 5% based on general apparel market growth trends. With a base year market size (2025) of $15 billion (this is an estimated value based on typical market sizes for niche apparel segments), this projects the market to reach approximately $20 billion by 2033. While the market demonstrates significant potential, challenges remain. Competition is intensifying, with both established brands and newer entrants vying for market share. Maintaining brand loyalty and adapting to evolving consumer preferences is crucial for success. Economic fluctuations can also impact consumer spending, potentially affecting demand, especially for higher-priced apparel. Addressing concerns regarding sustainability and ethical sourcing of materials is also increasingly important, impacting consumer choices and brand reputation. Successful players in this market will be those who effectively cater to the diverse needs and preferences of this demographic, offering quality products combined with seamless online and offline retail experiences. This includes incorporating sustainable and ethical practices into their business models.

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Aryan Patel (2025). Clothing Store Data Set [Dataset]. https://www.kaggle.com/datasets/arrakis24/clothing-store-data-set
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Clothing Store Data Set

Actual data provided by a clothing store chain in New England

Explore at:
zip(500826 bytes)Available download formats
Dataset updated
Sep 21, 2025
Authors
Aryan Patel
License

https://creativecommons.org/publicdomain/zero/1.0/https://creativecommons.org/publicdomain/zero/1.0/

Description

📨 Direct Mail Marketing Response Dataset

This dataset focuses on predicting which customers are most likely to respond to a direct mail marketing promotion.
It is based on real data from a clothing store chain in New England.

  • Rows: 28,799 customers
  • Features: 51 fields (customer demographics, purchase history, and marketing interactions)
  • Target: RESP (whether a customer responded to a promotion)

📊 Dataset Details

Each row corresponds to a unique customer, with information about spending behavior, product preferences, and marketing exposure.

Key Fields

  • HHKEY → Unique encrypted customer ID
  • ZIP_CODE → Customer’s ZIP code
  • FRE → Number of purchase visits
  • MON → Total net sales
  • AVRG → Average spend per visit
  • AMSPEND, PSSPEND, CSSPEND, AXSPEND → Spend across four different franchise brands
  • OMONSPEND, TMONSPEND, SMOSPEND → Spend over past 1, 3, and 6 months
  • PREVPD → Spend in the same period last year
  • GMP → Gross margin percentage
  • PROMOS → Number of marketing promotions on file
  • DAYS → Number of days customer has been on file
  • FREDAYS, LTFREDAY → Time between purchases (recent & lifetime average)
  • CLASSES → Number of different product classes purchased
  • STYLES → Number of individual items purchased
  • STORES → Number of stores shopped at
  • MARKDOWN, COUPONS, MAILED, RESPONDE, RESPONSERATE → Promotion and discount engagement
  • HI → Product uniformity (lower = more diverse purchases)
  • CLUSTYPE → Lifestyle cluster type (encrypted)
  • PERCRET → Percent of returns
  • CC_CARD, VALPHON, WEB → Flags for credit card, valid phone number, and web shopper status

🛍 Clothing Category Spend Variables

Variables: PSWEATERS, PKNIT_TOPS, PKNIT_DRES, PBLOUSES,PJACKETS, PCAR_PNTS, PCAS_PNTS, PSHIRTS, PDRESSES, PSUITS, POUTERWEAR, PJEWELRY, PFASHION, PLEGWEAR, PCOLLSPND; AC_CALC20

Percentages of spend across 15 clothing/product categories:

sweaters, knit tops, knit dresses, blouses, jackets, career pants, casual pants, shirts, dresses, suits, outerwear, jewelry, fashion, legwear, collectibles

🎯 Target Variable

  • RESP → Binary variable indicating whether the customer responded to a mailed promotion.

Credits: https://iscap.pt/~aazevedo/variaveis.html

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