Demografy is a privacy by design customer demographics prediction AI platform.

Core features: - Demographic segmentation - Demographic analytics - API integration - Data export

Key advantages: - 100% coverage of lists - Accuracy estimate before purchase - GDPR-compliance as no sensitive data is required. Demografy can work with only first names or masked last names

Use cases: - Actionable analytics about your customers to get demographic insights - Appending missing demographic data to your records for customer segmentation and targeted marketing campaigns - Enhanced personalization knowing you customer better

Unlike traditional solutions, you don’t need to know and disclose your customer or prospect addresses, emails or other sensitive information. You can provide even masked last names keeping personal data in-house. This makes Demografy privacy by design and enables you to get 100% coverage of your audience since all you need to know is names.

According to a survey conducted by CSP Magazine in 2019, ** percent of urban consumers stated that they are visiting convenience stores more often than they were two years ago, versus only ** percent of rural consumers and ** percent of suburban customers.

GapMaps GIS data for USA and Canada sourced from Applied Geographic Solutions (AGS) includes an extensive range of the highest quality demographic and lifestyle segmentation products. All databases are derived from superior source data and the most sophisticated, refined, and proven methodologies.

GIS Data attributes include:

1. Latest Estimates and Projections The estimates and projections database includes a wide range of core demographic data variables for the current year and 5- year projections, covering five broad topic areas: population, households, income, labor force, and dwellings.

2. Crime Risk Crime Risk is the result of an extensive analysis of a rolling seven years of FBI crime statistics. Based on detailed modeling of the relationships between crime and demographics, Crime Risk provides an accurate view of the relative risk of specific crime types (personal, property and total) at the block and block group level.

3. Panorama Segmentation AGS has created a segmentation system for the United States called Panorama. Panorama has been coded with the MRI Survey data to bring you Consumer Behavior profiles associated with this segmentation system.

4. Business Counts Business Counts is a geographic summary database of business establishments, employment, occupation and retail sales.

5. Non-Resident Population The AGS non-resident population estimates utilize a wide range of data sources to model the factors which drive tourists to particular locations, and to match that demand with the supply of available accommodations.

6. Consumer Expenditures AGS provides current year and 5-year projected expenditures for over 390 individual categories that collectively cover almost 95% of household spending.

7. Retail Potential This tabulation utilizes the Census of Retail Trade tables which cross-tabulate store type by merchandise line.

8. Environmental Risk The environmental suite of data consists of several separate database components including: -Weather Risks -Seismological Risks -Wildfire Risk -Climate -Air Quality -Elevation and terrain

Primary Use Cases for GapMaps GIS Data:

1. Retail (eg. Fast Food/ QSR, Cafe, Fitness, Supermarket/Grocery)
2. Customer Profiling: get a detailed understanding of the demographic & segmentation profile of your customers, where they work and their spending potential
3. Analyse your trade areas at a granular census block level 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 AGS demographic data with your existing GIS or BI platform to generate powerful visualizations.

7. Finance / Insurance (eg. Hedge Funds, Investment Advisors, Investment Research, REITs, Private Equity, VC)

8. Network Planning

9. Customer (Risk) Profiling for insurance/loan approvals

10. Target Marketing

11. Competitive Analysis

12. Market Optimization

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

14. Tenant Recruitment

15. Target Marketing

16. Market Potential / Gap Analysis

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

18. Customer Profiling

19. Target Marketing

20. Market Share Analysis

Dvd Rentals Market size was valued at USD 1.1 Billion in 2024 and is projected to reach USD 19 Billion by 2031, growing at a CAGR of 5% during the forecast period 2024-2031.

Global Dvd Rentals Market Drivers

The market drivers for the Dvd Rentals Market can be influenced by various factors. These may include:

Nostalgia and Collectors: - Many consumers feel nostalgic about physical media and prefer the tangible experience of DVDs over digital formats. Collectors also often seek limited editions or special releases.

Rural and Remote Areas: - In areas with poor internet infrastructure, streaming services may be less reliable or available, making DVD rentals a more feasible option for entertainment.

Special Features: - DVDs often come with exclusive content such as director’s cuts, behind-the-scenes footage, and interviews, which can appeal to movie enthusiasts.

Affordability: - Renting a DVD can be cheaper than subscribing to multiple streaming services, especially for occasional movie watchers.

No Subscription Needed: - Some consumers are hesitant to commit to yet another subscription service and prefer the pay-per-use model of DVD rentals.

Broad Selection: - DVD rental stores often carry a wide array of films, including older, rare, or foreign titles that might not be available on streaming platforms.

Physical Ownership Experience: - Some consumers enjoy the experience of physically browsing in stores, which creates a different emotional and sensory experience compared to scrolling through digital platforms.

The Soft Meal and Care Food market has emerged as a vital segment within the broader food industry, catering to the specific dietary needs of various demographic groups, including the elderly, individuals with chewing or swallowing difficulties, and patients recovering from surgery. These specialized meals are desig

This map shows the dominant lifestyle segment in an area in 2012, based on Esri's Tapestry Segmentation system. The map displays the dominant segment's LifeMode summary group color. The "dominant" segment is most useful at at tract and block group levels.

Tapestry Segmentation, Esri's geodemographic market segmentation system, classifies U.S. neighborhoods into 65 segments based on their socioeconomic and demographic composition. For a broader view of markets, segments are grouped into 12 LifeMode Summary Groups that reflect lifestyles/life stages and 11 Urbanization Summary Groups that show levels of affluence and population density.

The geography depicts States at greater than 50m scale, Counties at 7.5m to 50m scale, Census Tracts at 200k to 7.5m scale, and Census Block Groups at less than 200k scale.

Scale Range: 1:591,657,528 down to 1:72,224

For more information on this map, including our terms of use, visit us online at http://goto.arcgisonline.com/maps/Demographics/USA_Tapestry

In 2020, the kits and assays segment represented **** percent of the overall population sequencing market worldwide, and platforms accounted for **** percent. Both these segments were forecast to decrease slightly in the global market share by 2030, while software tools was forecast to climb to approximately a **** percent market share.

Sore Throat Lozenges Market size was valued at USD 5.16 Billion in 2023 and is projected to reach USD 7.25 Billion by 2031, growing at a CAGR of 5.4% during the forecast period 2024-2031.

Global Sore Throat Lozenges Market Drivers

The market drivers for the Sore Throat Lozenges Market can be influenced by various factors. These may include:

Increase in Prevalence of Respiratory Infections: The growing incidence of respiratory infections such as the common cold, flu, and COVID-19 has significantly driven the demand for sore throat lozenges. These products provide symptomatic relief, making them essential for individuals seeking quick and effective treatment for throat discomfort. Rising Awareness and Healthcare Spending: Heightened public awareness about sore throat remedies and increasing healthcare expenditure are propelling market growth. Consumers are more proactive about managing minor ailments at home, and with higher disposable incomes, they are inclined towards purchasing effective over-the-counter solutions like lozenges. Expansion of Retail Pharmacies and E-commerce Platforms: The proliferation of retail pharmacies and the rapid growth of e-commerce platforms are facilitating easier access to sore throat lozenges. Online pharmacies provide a convenient purchasing option, especially during seasonal spikes in sore throat cases and pandemic-related lockdowns. Innovation in Lozenges Formulations: Ongoing research and development leading to the introduction of new flavors, sugar-free options, and enhanced formulations with additional benefits like immune support are attracting health-conscious consumers. These innovations not only improve user experience but also cater to niche market segments with specific health needs. Aging Population and Associated Throat Conditions: An aging global population is contributing to the demand for sore throat lozenges as elderly individuals are more susceptible to throat-related issues due to weaker immune systems. The need for gentle yet effective treatment options for seniors is boosting market sales. Heightened Preference for Natural and Herbal Remedies: The growing preference for natural and herbal ingredients is influencing product development and consumer choice. Brands incorporating honey, ginger, and other natural components are gaining popularity among those looking for minimal side effects and holistic healing approaches. Seasonal Allergies and Environmental Pollution: Increasing cases of seasonal allergies, exacerbated by environmental pollution, are resulting in higher incidences of sore throats. Lozenges serve as a remedy to alleviate discomfort caused by allergens and pollutants, thus driving sales during peak allergy seasons. Strategic Marketing and Promotions: Aggressive marketing strategies, celebrity endorsements, and strategic promotions by companies are playing a critical role in boosting awareness and sales of sore throat lozenges. Ad campaigns targeting specific demographics, such as children or working professionals, help in expanding the consumer base. Regulatory Approvals and Standardization: Improved regulatory frameworks and the standardization of over-the-counter medication contribute to consumer trust and market expansion. Regulatory bodies ensuring the safety and efficacy of sore throat lozenges encourage wider adoption and continuous product innovation. Globalization and Entry into Emerging Markets: Expansion into emerging markets, propelled by globalization and economic development, is opening new avenues for sore throat lozenge manufacturers. Growth in countries with high population densities, coupled with increasing urbanization, is creating substantial market opportunities for both established and new players.

The Aging Population Services market has emerged as a critical sector in response to the growing global demographic shift towards an older population. As life expectancy increases and birth rates decline, an estimated 1.4 billion people worldwide will be aged 60 and over by 2030. This demographic change is exerting

The database marketing market is experiencing robust growth, driven by the increasing need for personalized customer experiences and the availability of advanced analytical tools. The market, currently valued at approximately $15 billion in 2025 (this is an estimated figure based on typical market sizes for similar technologies and the provided CAGR), is projected to exhibit a Compound Annual Growth Rate (CAGR) of 12% from 2025 to 2033. This growth is fueled by several key factors: the rising adoption of data analytics and AI for customer segmentation and targeted marketing campaigns, the increasing preference for personalized marketing communications across various channels (email, social media, SMS), and the growing importance of customer relationship management (CRM) systems in building long-term customer loyalty. Large enterprises are the primary adopters, leveraging database marketing for lead generation, customer retention, and campaign optimization. However, SMEs are increasingly recognizing the value proposition, driving market expansion across various segments. Telemarketing, while still a prevalent application, is complemented by newer, digitally-driven techniques such as email marketing and programmatic advertising, utilizing database insights for superior targeting and personalization. Despite its rapid growth, the database marketing market faces certain challenges. Data privacy concerns and regulations like GDPR are increasing the complexity of data management and compliance, demanding substantial investment in secure and ethical data handling practices. The market also faces hurdles like data integration challenges from disparate sources, the need for skilled professionals to effectively utilize advanced analytics, and the ever-evolving technological landscape demanding continuous adaptation and investment in new tools and strategies. Market segmentation strategies focusing on specific industries, demographic segments, and geographic regions are critical to achieving optimal growth and return on investment for both providers and users of database marketing solutions. Key players like Adobe (Marketo), Stirista, Oracle, and HubSpot continue to innovate and expand their offerings to maintain market leadership. The geographic distribution of the market is largely influenced by the maturity of digital marketing practices in each region, with North America and Europe currently holding the largest market shares.

Organic Fast Food Market size was valued at USD 182.5 Billion in 2023 and is projected to reach USD 548.2 Billion by 2031, growing at a CAGR of 13.5% during the forecast period 2024-2031.

Global Organic Fast Food Market Drivers

The market drivers for the Organic Fast Food Market can be influenced by various factors. These may include:

Growing Health Consciousness: With an increasing number of consumers becoming more health-conscious and aware of the link between diet and well-being, there is a strong preference for organic ingredients, which are free from synthetic pesticides, fertilizers, and GMOs. The modern lifestyle, which emphasizes healthier habits and cleaner eating, has significantly boosted the demand for organic fast food. Environmental Awareness: Rising awareness about environmental sustainability and the ecological impact of conventional farming practices is driving consumers towards organic fast food. Organic farming is viewed as more environmentally friendly as it promotes biodiversity, reduces pollution from nitrogen run-off, and conserves water resources. Clean Label Trend: The clean label trend, characterized by demands for transparency in food labeling and minimal ingredient lists, aligns closely with organic fast food offerings. Consumers are increasingly seeking out products with understandable, natural ingredients, propelling the market forward. Innovation in Organic Offerings: Continuous innovation within the organic fast food sector, including new product launches and the introduction of varied cuisines, keeps the market dynamic. With companies leveraging creative combinations of ingredients and flavors, organic fast food appeals to a broader audience including younger demographics and food enthusiasts. Government Support and Regulations: Many governments are actively promoting organic farming and consumption through subsidies, certifications, and awareness programs. These regulations help to assure consumers about the authenticity and benefits of organic products, thereby fostering market growth. Expanded Distribution Channels: The expansion of distribution channels, including the rise of organic fast food chains, online delivery platforms, and mobile food trucks, makes it increasingly convenient for consumers to access organic fast food. Enhanced availability contributes significantly to the market expansion. Socio-Economic Changes: Changes in socio-economic conditions, such as increased disposable incomes and a growing middle class in many parts of the world, have led to greater spending on premium food options, including organic fast food. Consumers are more willing to invest in food that is perceived to be of higher quality and healthier. Influence of Social Media: Social media plays a crucial role in driving trends in the food industry, and organic fast food is no different. Platforms like Instagram and TikTok are filled with influencers and nutritionists advocating for organic diets and highlighting the benefits of organic fast food, thus influencing consumer preferences. Corporate Social Responsibility (CSR): Many companies are incorporating organic fast food into their CSR initiatives, aiming to showcase their commitment to sustainability and health. This strategic alignment not only enhances their corporate image but also drives consumer trust and loyalty towards organic options. Technological Advancements: Technological advancements in food production, preservation, and supply chain management have enabled the scalability of organic fast food. Innovations such as precision farming and blockchain for traceability ensure quality and authenticity, making organic fast food more reliable and appealing to consumers.

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Healthy Paws Pet Insurance Market size was valued at USD 6.87 Million in 2023 and is projected to reach USD 17.54 Million by 2031, growing at a CAGR of 14.3% during the forecast period 2024-2031.

Global Healthy Paws Pet Insurance Market Drivers

The market drivers for the Healthy Paws Pet Insurance Market can be influenced by various factors. These may include:

Increasing Pet Ownership and Humanization of Pets: The global trend of increasing pet ownership, coupled with the growing tendency to treat pets as family members, has driven significant demand for comprehensive pet healthcare solutions, bolstering the market for Healthy Paws Pet Insurance. As more households adopt pets and seek to offer them the best possible care, the necessity for veterinary insurance to manage potential health expenses grows.

Rising Veterinary Costs: Advances in veterinary medicine, while offering cutting-edge treatments, have significantly increased the cost of pet healthcare. This surge in expenses for surgeries, diagnostics, and routine care has heightened pet owners' awareness of the need for insurance coverage, thus driving growth in the pet insurance market, including companies like Healthy Paws.

Growing Awareness of Pet Health and Wellness: There is a rising awareness among pet owners regarding the importance of preventive care and timely treatment for their pets' well-being. As pet health knowledge becomes more widespread through social media and veterinary advocacy, more owners are inclined to seek insurance plans to ensure affordability and access to necessary treatments, directly benefiting Healthy Paws Pet Insurance.

Technological Advancements in Veterinary Care: Innovations in veterinary diagnostics and treatment options have revolutionized pet healthcare, making it more efficient but also more expensive. Healthy Paws Pet Insurance benefits from this trend as pet owners look to protect themselves from unforeseen high veterinary costs by investing in comprehensive insurance policies that cover these advanced treatments.

Increasing Chronic Conditions in Pets: Pets, like their human counterparts, are increasingly diagnosed with chronic conditions such as diabetes, arthritis, and cancer. The management of these illnesses typically involves significant financial outlays for continuous care and medications. This trend underscores the necessity for robust pet insurance options, thus driving demand for providers like Healthy Paws Pet Insurance.

Improved Insurance Claim Processing and Customer Service: Enhanced customer experience in the pet insurance industry, characterized by streamlined claim processes, user-friendly mobile apps, and superior customer service, has made policies more attractive. Companies like Healthy Paws that invest in these improvements witness increased enrollment as they offer greater convenience and reliability to pet owners.

Regulatory Support and Industry Standards: The establishment of clearer regulatory frameworks and industry standards is providing a more stable and trustworthy environment for the pet insurance market to thrive. Regulations that protect consumer rights and ensure transparency in insurance policies help in building consumer confidence, benefiting reputable providers such as Healthy Paws Pet Insurance.

Growing Popularity of E-Commerce and Digital Platforms: The increasing preference for online shopping and digital services has made it easier for pet owners to access and purchase pet insurance. Healthy Paws has leveraged these platforms effectively to market their insurance products, allowing for easier comparison of plans, more detailed information, and streamlined purchasing processes, further driving market expansion.

Expansion of Veterinary Networks: As more veterinary clinics and hospitals partner with pet insurance providers, the network of accessible care for insured pets expands. Healthy Paws Pet Insurance, with a broad network of participating vets, becomes a more attractive option for pet owners looking for widespread and quality veterinary care coverage.

Economic Resilience and Disposable Income: Even amidst economic fluctuations, the pet insurance market has shown resilience, with pet owners continuing to invest in their pets' health. An increase in disposable income, particularly among millennials who form a significant portion of pet owners, supports continued expenditure on pet insurance, ensuring sustained market growth for companies like Healthy Paws Pet Insurance.

Customer360Insights

The Customer360Insights dataset is a synthetic collection meticulously designed to mirror the multifaceted nature of customer interactions within an e-commerce platform. It encompasses a wide array of variables, each serving as a pillar to support various analytical explorations. Here’s a breakdown of the dataset and the potential analyses it enables:

Dataset Description

• Customer Demographics: Includes FullName, Gender, Age, CreditScore, and MonthlyIncome. These variables provide a demographic snapshot of the customer base, allowing for segmentation and targeted marketing analysis.
• Geographical Data: Comprising Country, State, and City, this section facilitates location-based analytics, market penetration studies, and regional sales performance.
• Product Information: Details like Category, Product, Cost, and Price enable product trend analysis, profitability assessment, and inventory optimization.
• Transactional Data: Captures the customer journey through SessionStart, CartAdditionTime, OrderConfirmation, OrderConfirmationTime, PaymentMethod, and SessionEnd. This rich temporal data can be used for funnel analysis, conversion rate optimization, and customer behavior modeling.
• Post-Purchase Details: With OrderReturn and ReturnReason, analysts can delve into return rate calculations, post-purchase satisfaction, and quality control.

Types of Analysis

• Descriptive Analytics: Understand basic metrics like average monthly income, most common product categories, and typical credit scores.
• Predictive Analytics: Use machine learning to predict credit risk or the likelihood of a purchase based on demographics and session activity.
• Customer Segmentation: Group customers by demographics or purchasing behavior to tailor marketing strategies.
• Geospatial Analysis: Examine sales distribution across different regions and optimize logistics. Time Series Analysis: Study the seasonality of purchases and session activities over time.
• Funnel Analysis: Evaluate the customer journey from session start to order confirmation and identify drop-off points.
• Cohort Analysis: Track customer cohorts over time to understand retention and repeat purchase patterns.
• Market Basket Analysis: Discover product affinities and develop cross-selling strategies.

This dataset is a playground for data enthusiasts to practice cleaning, transforming, visualizing, and modeling data. Whether you’re conducting A/B testing for marketing campaigns, forecasting sales, or building customer profiles, Customer360Insights offers a rich, realistic dataset for honing your data science skills.

Curious about how I created the data? Feel free to click here and take a peek! 😉

📊🔍 Good Luck and Happy Analysing 🔍📊

The Silver Target market, which primarily focuses on the demographic of older adults aged 50 and above, represents a significant and growing segment of the consumer landscape. As the global population ages, this market has gained traction, driven by an increasing life expectancy and a rising number of baby boomers e

Demographic data prediction is powered by Demografy AI that extracts demographic data from names with 100% coverage, accuracy preview before purchase and GDPR-compliance.

Demografy is a privacy by design customer demographics prediction AI platform.

Use cases: - Social Media analytics and user segmentation - Competitor analysis - Actionable analytics about your customers to get demographic insights - Appending missing demographic data to your records for customer segmentation and targeted marketing campaigns - Enhanced personalization knowing you customer better

Core features: - Demographic segmentation - Demographic analytics - API integration - Data export

Key advantages: - 100% coverage of lists - Accuracy estimate before purchase - GDPR-compliance as no sensitive data is required. Demografy can work with only first names or masked last names

Unlike traditional solutions, you don’t need to know and disclose your customer or prospect addresses, emails or other sensitive information. You need only names of social media users. This makes Demografy privacy by design and enables you to get 100% coverage of your audience since all you need to know is names.

The Population Sequencing market is a rapidly evolving segment of the genomics industry, focused on the large-scale analysis of genetic data across diverse populations to gain insights into genetic variations and their implications for health and disease. Population sequencing facilitates the understanding of human

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US Senior Living Market Size 2025-2029

The senior living market in US size is forecast to increase by USD 30.58 billion at a CAGR of 5.9% between 2024 and 2029.

The senior living market is experiencing significant growth due to various driving factors. One of the primary factors is the aging population, as the number of seniors continues to increase, the demand for services is also rising. Another key trend is the integration of technology into senior living facilities, which enhances the quality of care and improves the overall living experience for seniors. Innovations in artificial intelligence, data analytics, predictive modeling, and personalized care plans are disrupting traditional care models and improving overall financial sustainability through cost containment and value-based care. However, affordability remains a challenge for many seniors and their families, as the cost of services can be prohibitive. This report provides a comprehensive analysis of these factors and more, offering insights into the current state and future direction of the market.

What will be the Size of the Market During the Forecast Period?

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The market encompasses a range of services designed to address the unique needs of an aging population, including long-term care, end-of-life care, palliative care, hospice care, respite care, adult day care, home health services, geriatric care, and various forms of cognitive and behavioral health support. This market is driven by demographic trends, with the global population of individuals aged 65 and above projected to reach 1.5 billion by 2050. 


Key challenges in this market include addressing cognitive decline, social isolation, fall prevention, medication management, nutritional support, mobility assistance, personal care assistance, continence management, and other aspects of daily living. Additionally, there is a growing focus on quality of life, resident satisfaction, staffing ratios, caregiver training, technology adoption, and regulatory compliance. The aging services network is evolving to provide a continuum of care, from independent living to palliative care, with a focus on evidence-based practices, industry best practices, and regulatory compliance.

How is this market segmented, and which is the largest segment?

The market research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD million' for the period 2025-2029, as well as historical data from 2019-2023 for the following segments. Service TypeAssisted livingIndependent livingCCRCAge GroupAge 85 and olderAge 66-84Age 65 and underBy TypeMedical ServicesNon-Medical ServicesDistribution ChannelDirect SalesAgency ReferralsOnline PlatformsEnd-UserBaby BoomersSilent GenerationGen XGeographyUS

By Service Type Insights

The assisted living segment is estimated to witness significant growth during the forecast period. Assisted living communities cater to seniors who require assistance with daily activities but do not necessitate full-time nursing care. These residences offer a combination of personalized care, social engagement, and medical support in a secure and comfortable setting. The market is experiencing growth due to the expanding aging population, rising life expectancy, and a preference for home-like environments over traditional nursing homes. Personalized care services are a defining feature of assisted living. Residents receive aid with activities of daily living, such as bathing, dressing, grooming, medication management, and mobility assistance, based on their individual needs.
Trained staff members are available 24/7 to ensure the safety and well-being of residents. Memory care communities are a specialized segment within assisted living, designed for seniors with Alzheimer's disease and other forms of dementia. These facilities provide secure environments and specialized care techniques to address the unique needs of these residents. Independent living communities offer seniors the opportunity to live in a social, active environment while maintaining their independence. These communities provide housing solutions with minimal support services, such as meal preparation and housekeeping. Nursing care homes and skilled nursing facilities offer comprehensive care for seniors with chronic health conditions and complex care needs.

Get a glance at the market report of share of various segments Request Free Sample

Market Dynamics

Our researchers analyzed the data with 2024 as the base year, along with the key drivers, trends, and challenges. A holistic analysis of drivers will help companies refine their marketing strategies to gain a competitive advantage.

What are the key market drivers leading to the rise in adoption of US Senior Living Market?

An aging population is the key driver of the market. The market in the US is experiencing significant grow

The purpose of this paper is to identify specific market segments of wine consumers in Serbia, based on demographic, psychographic and behavioural characteristics and their preferences towards wines produced by innovative aging technologies. The data were collected using an online survey, whereby the participants were recruited through personal and professional social networks. A total of 269 responses were obtained. The obtained results may be applied by domestic winemakers in order to improve promotion activities, and increase wine consumption in producing countries.

The Population Health Management (PHM) Software market is rapidly evolving as healthcare organizations seek innovative solutions to effectively manage patient populations, improve health outcomes, and reduce costs. At its core, PHM software integrates data from various sources, including electronic health records (E