This dataset provides comprehensive daily stock price data for NVIDIA Corporation (NVDA) and five key companies that play a crucial role in NVIDIA's success through manufacturing and research collaborations. The companies included are:

• TSMC (TSM): NVIDIA's primary chip manufacturer, responsible for producing its cutting-edge GPUs.
• Samsung Electronics (005930.KS): A major partner in NVIDIA’s chip fabrication, providing advanced semiconductor manufacturing services that contribute to NVIDIA’s GPU production capacity and diversification.
• ASML (ASML): Supplies the lithography equipment used in the advanced manufacturing of NVIDIA’s chips. ASML’s EUV technology is critical for creating NVIDIA’s high-performance GPUs.
• Synopsys (SNPS): Provides critical electronic design automation (EDA) tools used in the development of NVIDIA’s complex semiconductors, enabling accurate design and efficient production.
• Cadence Design Systems (CDNS): A key partner in providing design and simulation tools for NVIDIA’s chip development process, essential for the growing complexity of NVIDIA’s architectures.

The dataset includes daily price data for each company, such as opening price, closing price, highest price, lowest price, and trading volume. This collection is ideal for financial analysis, stock market predictions, and understanding how these key affiliated companies contribute to NVIDIA’s business and technological innovations.

This dataset enables researchers, analysts, and traders to explore the relationship between NVIDIA’s performance and the companies that are integral to its manufacturing processes and research projects, particularly in semiconductor fabrication and design.

Rhetorik, a Lightcast Company provides the largest known database of globally compliant profiles of professionals, companies, and contacts—continuously updated to ensure accuracy. Powered by AI, the platform supports a wide range of use cases, including sales, marketing, recruiting, and investment banking, with flexible delivery options through platforms, APIs, and services.

Reach more people, wherever they are.

Rhetorik360-Profiles is the perfect solution to find professional profiles globally. Plug into 800M+ profiles globally to boost your software, products, and talent analytics. Rhetorik360-Profiles responds to real-time queries and provides weekly updates of both current and historical employment data from a wide array of geographic regions and industries. Comprising dozens of data fields, Rhetorik360-Profiles includes current employer, job title, skills, career and educational levels and more!

Available for lead lists, data enrichment, account and contact data hygiene and validation, company technographics, leads, ABM, recruiting and other uses. One-time and annual use licensing available.

Use the Rhetorik360 Global Professional Profiles DB with its linked sister database, the Rhetorik360 Global B2B Companies Database to get the best global coverage of Companies, Offices and Professionals.

230 Million Companies 800 Million Professional Profiles 109 Company Attributes 192 Professional Profile Attributes

This is a new-to-market, uniquely sourced data set using the power of Rhetorik's proprietary AI. We amalgamate billions of data points from scores of sources to create a world-class BTB Company and Contact data asset.

North America: 290M+ Professionals EMEA: 250M+ Professionals APAC: 160M+ Professionals LATAM: 100M+ Professionals

Smarter B2B Profile data for product developers, workforce analytics, recruiters, and talent acquisition teams. Build robust applications and comprehensive data-driven products with smarter profile data via API, Snowflake Marketplace, or flat file. Research and analyze your target audiences to identify the right peoples using the latest in-depth and comprehensive professional profiles.

Access it where and when you need it. Rhetorik360-Profiles is available via APIs, Snowflake Marketplace, or bulk delivery in JSON and CSV formats and supports a wide range of use cases. Data is refreshed weekly, so you can be sure your information is always up to date!

Comprehensive dataset containing 13 verified Media company businesses in LI with complete contact information, ratings, reviews, and location data.

Comprehensive dataset containing 6,325 verified Organic food store businesses in United States with complete contact information, ratings, reviews, and location data.

Premium B2C Consumer Database - 269+ Million US Records

Supercharge your B2C marketing campaigns with comprehensive consumer database, featuring over 269 million verified US consumer records. Our 20+ year data expertise delivers higher quality and more extensive coverage than competitors.

Core Database Statistics

Consumer Records: Over 269 million

Email Addresses: Over 160 million (verified and deliverable)

Phone Numbers: Over 76 million (mobile and landline)

Mailing Addresses: Over 116,000,000 (NCOA processed)

Geographic Coverage: Complete US (all 50 states)

Compliance Status: CCPA compliant with consent management

Targeting Categories Available

Demographics: Age ranges, education levels, occupation types, household composition, marital status, presence of children, income brackets, and gender (where legally permitted)

Geographic: Nationwide, state-level, MSA (Metropolitan Service Area), zip code radius, city, county, and SCF range targeting options

Property & Dwelling: Home ownership status, estimated home value, years in residence, property type (single-family, condo, apartment), and dwelling characteristics

Financial Indicators: Income levels, investment activity, mortgage information, credit indicators, and wealth markers for premium audience targeting

Lifestyle & Interests: Purchase history, donation patterns, political preferences, health interests, recreational activities, and hobby-based targeting

Behavioral Data: Shopping preferences, brand affinities, online activity patterns, and purchase timing behaviors

Multi-Channel Campaign Applications

Deploy across all major marketing channels:

Email marketing and automation

Social media advertising

Search and display advertising (Google, YouTube)

Direct mail and print campaigns

Telemarketing and SMS campaigns

Programmatic advertising platforms

Data Quality & Sources

Our consumer data aggregates from multiple verified sources:

Public records and government databases

Opt-in subscription services and registrations

Purchase transaction data from retail partners

Survey participation and research studies

Online behavioral data (privacy compliant)

Technical Delivery Options

File Formats: CSV, Excel, JSON, XML formats available

Delivery Methods: Secure FTP, API integration, direct download

Processing: Real-time NCOA, email validation, phone verification

Custom Selections: 1,000+ selectable demographic and behavioral attributes

Minimum Orders: Flexible based on targeting complexity

Unique Value Propositions

Dual Spouse Targeting: Reach both household decision-makers for maximum impact

Cross-Platform Integration: Seamless deployment to major ad platforms

Real-Time Updates: Monthly data refreshes ensure maximum accuracy

Advanced Segmentation: Combine multiple targeting criteria for precision campaigns

Compliance Management: Built-in opt-out and suppression list management

Ideal Customer Profiles

E-commerce retailers seeking customer acquisition

Financial services companies targeting specific demographics

Healthcare organizations with compliant marketing needs

Automotive dealers and service providers

Home improvement and real estate professionals

Insurance companies and agents

Subscription services and SaaS providers

Performance Optimization Features

Lookalike Modeling: Create audiences similar to your best customers

Predictive Scoring: Identify high-value prospects using AI algorithms

Campaign Attribution: Track performance across multiple touchpoints

A/B Testing Support: Split audiences for campaign optimization

Suppression Management: Automatic opt-out and DNC compliance

Pricing & Volume Options

Flexible pricing structures accommodate businesses of all sizes:

Pay-per-record for small campaigns

Volume discounts for large deployments

Subscription models for ongoing campaigns

Custom enterprise pricing for high-volume users

Data Compliance & Privacy

VIA.tools maintains industry-leading compliance standards:

CCPA (California Consumer Privacy Act) compliant

CAN-SPAM Act adherence for email marketing

TCPA compliance for phone and SMS campaigns

Regular privacy audits and data governance reviews

Transparent opt-out and data deletion processes

Getting Started

Our data specialists work with you to:

1. Define your target audience criteria

2. Recommend optimal data selections

3. Provide sample data for testing

4. Configure delivery methods and formats

5. Implement ongoing campaign optimization

Why We Lead the Industry

With over two decades of data industry experience, we combine extensive database coverage with advanced targeting capabilities. Our commitment to data quality, compliance, and customer success has made us the preferred choice for businesses seeking superior B2C marketing performance.

Contact our team to discuss your specific targeting requirements and receive custom pricing for your marketing objectives.

Comprehensive dataset containing 241 verified Shipping company businesses in Massachusetts, United States with complete contact information, ratings, reviews, and location data.

Techsalerator's Corporate Actions Dataset in Sri Lanka offers a comprehensive collection of data fields related to corporate actions, providing valuable insights for investors, traders, and financial institutions. This dataset includes crucial information about the various financial instruments of all 289 companies traded on the Colombo Stock Exchange (XCOL).

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Top 5 used data fields in the Corporate Actions Dataset for Sri Lanka:

• Dividend Declaration Date: The date on which a company's board of directors announces the dividend payout to its shareholders. This information is crucial for investors who rely on dividends as a source of income.

• Stock Split Ratio: The ratio by which a company's shares are split to increase liquidity and affordability. This field is essential for understanding changes in share structure.

• Merger Announcement Date: The date on which a company officially announces its intention to merge with another entity. This field is crucial for investors assessing the impact of potential mergers on their investments.

• Rights Issue Record Date: The date on which shareholders must be on the company's books to be eligible for participating in a rights issue. This data helps investors plan their participation in fundraising events.

• Bonus Issue Ex-Date: The date on which a company's shares start trading without the value of the bonus issue. This information is vital for investors to adjust their portfolios accordingly.

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Top 5 corporate actions in Sri Lanka:

Equity Issuances: Sri Lankan companies often engage in equity issuances such as initial public offerings (IPOs) or rights issues to raise capital for expansion and growth.

Mergers and Acquisitions (M&A): Corporate actions related to mergers, acquisitions, and takeovers play a role in shaping industry landscapes and consolidation in Sri Lanka.

Foreign Direct Investment (FDI): Corporate actions involving foreign investment and joint ventures contribute to economic growth and international collaboration in various sectors.

Debt Issuances: Sri Lankan businesses may issue bonds or other debt instruments to raise funds for capital investments and operational needs.

Dividend Declarations: Companies often announce dividends to distribute profits to shareholders, reflecting financial performance and commitment to shareholder value.

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Top 5 financial instruments with corporate action Data in Sri Lanka

Colombo Stock Exchange (CSE) Domestic Company Index: The main index that tracks the performance of domestic companies listed on the Colombo Stock Exchange. This index would provide insights into the performance of the Sri Lankan stock market.

Colombo Stock Exchange (CSE) Foreign Company Index: The index that tracks the performance of foreign companies listed on the Colombo Stock Exchange. This index would give an overview of foreign business involvement in Sri Lanka.

LankaMart: A Sri Lanka-based supermarket chain with operations in multiple regions. LankaMart focuses on offering high-quality products and services to local and international customers.

Inclusive Finance Lanka: A financial services provider with operations across various markets, including Sri Lanka. Inclusive Finance Lanka emphasizes financial inclusion and access to services for underserved populations.

GreenSeed Lanka: A leading producer and distributor of sustainable agricultural products and certified crop seeds in various countries, including Sri Lanka. GreenSeed Lanka contributes to Sri Lanka's commitment to sustainability and responsible agricultural practices.

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If you're interested in accessing Techsalerator's End-of-Day Pricing Data for Sri Lanka, please contact info@techsalerator.com with your specific requirements. Techsalerator will provide you with a customized quote based on the number of data fields and records you need. The dataset can be delivered within 24 hours, and ongoing access options can be discussed if needed.

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Data fields included:

Dividend Declaration Date Stock Split Ratio Merger Announcement Date Rights Issue Record Date Bonus Issue Ex-Date Stock Buyback Date Spin-Off Announcement Date Dividend Record Date Merger Effective Date Rights Issue Subscription Price ‍

Q&A:

How much does the Corporate Actions Dataset cost in Sri Lanka?

The cost of the Corporate Actions Dataset may vary depending on factors such as the number of data fields, the frequency of updates, and the total records count. For precise pricing details, it is recommended to directly consult with a Techsalerator Data specialist.

How complete is the Corporate Actions Dataset coverage in Sri Lanka?

Techsalerator provides comprehensive coverage of Corporate Actions Data for various companies and securities traded on the Sri Lanka Stock Exchange. The dataset encompasses major corporate actions announced by entities in the Sri Lanka market.

How does Techsale...

Comprehensive dataset containing 281 verified Trucking company businesses in RS with complete contact information, ratings, reviews, and location data.

Techsalerator’s Business Funding Data for Montenegro

Techsalerator’s Business Funding Data for Montenegro offers an essential collection of information designed to assist businesses, investors, and financial analysts. This dataset provides a thorough analysis of funding activities across various sectors in Montenegro, capturing and categorizing data related to funding rounds, investment sources, and financial milestones.

For access to the full dataset, contact us at info@techsalerator.com or visit Techsalerator Contact.

Techsalerator’s Business Funding Data for Montenegro

Techsalerator’s Business Funding Data for Montenegro presents a detailed and insightful overview of critical information for businesses, investors, and financial analysts. This dataset provides an in-depth examination of funding activities across multiple sectors in Montenegro, detailing data related to funding rounds, investment sources, and key financial milestones.

Top 5 Key Data Fields

Company Name: Identifies the company receiving funding, providing investors with potential opportunities and allowing analysts to track funding trends across industries.

Funding Amount: Shows the total amount of funding a company has secured, offering insights into the financial health and growth potential of businesses and the extent of investment activities.

Funding Round: Indicates the stage of funding, such as seed, Series A, Series B, or later rounds. This helps investors assess the maturity and growth trajectory of a business.

Investor Name: Provides details about the investors or investment firms involved. This helps gauge the credibility of the funding source and assess strategic interests.

Investment Date: Records when the funding was completed. The timing of investments often reflects market trends, investor confidence, and potential impacts on a company’s future.

Top 5 Funding Trends in Montenegro

Technology and Innovation: Montenegro is seeing increasing investments in technology startups, particularly in fintech, e-commerce, and software development, driving innovation and digital transformation.

Tourism and Hospitality: With Montenegro's growing reputation as a tourist destination, significant funding is being directed towards the tourism and hospitality sectors to enhance infrastructure and expand service offerings.

Renewable Energy: Investments are flowing into renewable energy projects such as solar and wind, reflecting a commitment to reducing reliance on traditional energy sources and promoting sustainability.

Agriculture and Food Production: Funding is being allocated to modernize agricultural practices, enhance food security, and support agritech innovations aimed at boosting productivity and sustainability in Montenegro.

Real Estate Development: The real estate sector is witnessing increased funding as investors capitalize on Montenegro's emerging market, focusing on residential, commercial, and infrastructure development.

Top 5 Companies with Notable Funding Data in Montenegro

Montenegro Tech Hub: A growing technology and innovation center, this company has received notable funding to support startup development and foster a digital ecosystem in the country.

Adriatic Investments: This real estate development firm has secured significant investment to expand its portfolio of residential and commercial properties in key areas of Montenegro.

EcoEnergy Montenegro: A renewable energy company, EcoEnergy has attracted funding to advance its solar and wind energy projects, contributing to Montenegro's sustainability goals.

Balkan Tourism Group: A leading player in the tourism industry, this company has received substantial funding to enhance its service offerings and strengthen Montenegro's tourism infrastructure.

AgriMont: An agritech company focused on modernizing agriculture in Montenegro, AgriMont has secured investment to develop sustainable farming solutions and improve food security.

Accessing Techsalerator’s Business Funding Data

To obtain Techsalerator’s Business Funding Data for Montenegro, contact info@techsalerator.com with your specific needs. Techsalerator will provide a customized quote based on the required data fields and records, with delivery available within 24 hours. Ongoing access options are also available for continuous data updates.

Included Data Fields

• Company Name
• Funding Amount
• Funding Round
• Investor Name
• Investment Date
• Funding Type (Equity, Debt, Grants, etc.)
• Sector Focus
• Deal Structure
• Investment Stage
• Contact Information

For detailed insights into funding activities and financial trends in Montenegro, Techsalerator’s dataset serves as an invaluable resource for investors, business analysts, and financial professionals, helping them make informed and strategic decisions.

People data provides complete people information and gives the ability to link individual information to organizations and roles.

Comprehensive dataset containing 43 verified Telecommunications service provider businesses in ME with complete contact information, ratings, reviews, and location data.

With 6,000 Businesses in Armenia , Techsalerator has access to the highest B2B count of Data/ B2B Data in the country.

Thanks to our unique tools and large data specialist team, we are able to select the ideal targeted dataset based on the unique elements such as sales volume of a company, the company's location, no. of employees etc...

Whether you are looking for an entire fill install, access to our API's or if you are just looking for a one-time targeted purchase, get in touch with our company and we will fulfill your international data need.

Techsalerator covers all firmographic data of businesses in Czech Republic. Through our diligent local sourcing, we are able to provide firmographic data on businesses in Czech Republic.

This include: Sales Volume/ Number of employees/ Number of locations / Years in Business

Companies use our firmographic data to enhance their databases and to do Telemarketing. They also use it to gain insight on other businesses.

Techsalerator’s Business Funding Data for Bangladesh

Techsalerator’s Business Funding Data for Bangladesh offers a comprehensive and insightful collection of information crucial for businesses, investors, and financial analysts. This dataset provides a detailed analysis of funding activities across various sectors in Bangladesh, capturing and categorizing data related to funding rounds, investment sources, and financial milestones.

If you need the full dataset, reach out to us at info@techsalerator.com or https://www.techsalerator.com/contact-us.

Techsalerator’s Business Funding Data for Bangladesh

Techsalerator’s Business Funding Data for Bangladesh presents a thorough and insightful overview of key information for businesses, investors, and financial analysts. This dataset offers an in-depth examination of funding activities across diverse sectors in Bangladesh, detailing data related to funding rounds, investment sources, and significant financial milestones.

Top 5 Key Data Fields

• Company Name: Identifies the company receiving funding. This information helps investors discover potential opportunities and allows analysts to track funding trends within specific industries.

• Funding Amount: Shows the total amount of funding a company has received. Understanding these amounts provides insights into the financial health and growth potential of businesses and the scale of investment activities.

• Funding Round: Indicates the stage of funding, such as seed, Series A, Series B, or later stages. This helps investors evaluate a business’s maturity and growth trajectory.

• Investor Name: Provides details about the investors or investment firms involved. Knowing the investors helps assess the credibility of the funding source and their strategic interests.

• Investment Date: Records when the funding was completed. The timing of investments can reflect market trends, investor confidence, and potential impacts on a company’s future.

Top 5 Funding Trends in Bangladesh

• Infrastructure Development: Significant investments are being made in infrastructure projects, including roads, bridges, and energy projects. These investments are crucial for the country's economic growth and development.

• Agriculture and Agritech: With agriculture being a key sector in Bangladesh’s economy, funding is directed towards modernizing agricultural practices through agritech, focusing on sustainability and productivity improvements.

• Telecommunications and Digital Connectivity: The telecom sector in Bangladesh is drawing investment, with efforts to enhance digital connectivity and access to information, vital for economic progress and social inclusion.

• Healthcare and Pharmaceuticals: Increased funding is flowing into healthcare infrastructure, pharmaceuticals, and health tech to address healthcare needs and support medical research and innovation.

• Education and Vocational Training: Funding is being allocated to educational initiatives and vocational training programs aimed at improving literacy rates, enhancing skills, and creating job opportunities.

Top 5 Companies with Notable Funding Data in Bangladesh

• Grameenphone: Bangladesh’s leading telecommunications provider, Grameenphone, has received substantial funding to expand network coverage, enhance digital services, and support community initiatives.

• BRAC Bank: This financial institution has attracted significant investment to improve its banking services, expand its reach across the country, and promote financial inclusion.

• Pathao: A major player in the logistics and transportation sector, Pathao has secured funding for expanding its services and developing innovative technology solutions.

• Aamra Technologies: This IT and tech services company has garnered funding to advance its technology solutions, expand its market presence, and drive digital transformation.

• Dhaka Bank: Dhaka Bank has received notable funding to strengthen its financial products, develop digital banking solutions, and support the growth of Bangladesh’s financial sector.

Accessing Techsalerator’s Business Funding Data

To obtain Techsalerator’s Business Funding Data for Bangladesh, contact info@techsalerator.com with your specific needs. Techsalerator will provide a customized quote based on the required data fields and records, with delivery available within 24 hours. Ongoing access options can also be discussed.

Included Data Fields

• Company Name
• Funding Amount
• Funding Round
• Investor Name
• Investment Date
• Funding Type (Equity, Debt, Grants, etc.)
• Sector Focus
• Deal Structure
• Investment Stage
• Contact Information

For detailed insights into funding activities and financial trends in Bangladesh, Techsalerator’s dataset is an invaluable resource for investors, business analysts, and financial professionals seeking informed, strategic decisions.

This data contains information about all the business firms in the Town of Dumfries. This including men-owned, women-owned, veteran-owned, and minority-owned businesses. This data comes from the most recent U.S. Census provided by the United States Census Bureau. Data will be updated accordingly with the schedule of the U.S Census. https://data.census.gov/cedsci/profile?g=1600000US5123760

Comprehensive dataset containing 3 verified Port operating company businesses in Virginia, United States with complete contact information, ratings, reviews, and location data.

Financial Data Services Market size was valued at USD 23.3 Billion in 2023 and is projected to reach USD 42.6 Billion by 2031, growing at a CAGR of 8.1% during the forecast period 2024-2031.Global Financial Data Services Market DriversThe market drivers for the Financial Data Services Market can be influenced by various factors. These may include:The need for real-time analytics is growing: Real-time analytics are becoming more and more necessary in the financial sector due to the acceleration of data consumption. To reduce risks, make wise decisions, and enhance customer service, organizations need quick insights. Stakeholders are giving priority to solutions that enable quick data processing and analysis due to the increase in market volatility and complexity. The need for sophisticated analytical skills is driving providers of financial data services to modernize their products. As companies come to realize that using real-time data is crucial for keeping a competitive edge in a fast-paced financial climate, the competition among them to provide timely insights also boosts market growth.Growing Machine Learning and AI Adoption: Data analysis has been profoundly changed by the incorporation of AI and machine learning technology into financial data services. By enabling predictive analytics, these technologies help financial organizations make better decisions and reduce risk. Businesses can find trends that were previously invisible by automating data processing operations. This leads to more precise forecasts and improved investment plans. Furthermore, sophisticated algorithms are flexible enough to adjust to shifting circumstances, keeping organizations flexible. The increasing intricacy of financial markets necessitates the use of AI and machine learning, which in turn drives demand for sophisticated financial data services and promotes innovation in the sector.Global Financial Data Services Market RestraintsSeveral factors can act as restraints or challenges for the Financial Data Services Market. These may include:Difficulties in Regulatory Compliance: Regulations controlling data management, privacy, and financial transactions place heavy restrictions on the financial data services market. Regulations like the GDPR, CCPA, and banking industry standards like Basel III and SOX must all be complied with by organizations. Complying with these requirements frequently necessitates a significant investment in staff and compliance systems, which can be taxing, especially for smaller businesses. Regulations are dynamic, and different locations have different needs, which adds to the complexity and expense. Noncompliance not only results in monetary fines but also has the potential to harm an entity's image, so impeding market expansion.Dangers to Data Security: Threats to data security are a major impediment to the financial data services market. Because they manage sensitive data, financial institutions are often the targets of cyberattacks. Breach can lead to significant monetary losses, legal repercussions, and long-term harm to one's image. Although they can greatly increase operating expenses, investments in strong security measures like encryption, safe access protocols, and continual monitoring are crucial. Moreover, the dynamic strategies employed by cybercriminals need continuous adjustment, placing a burden on resources and detracting from the main operations of businesses. The evolution of security threats poses a challenge to preserving consumer trust, hence impeding industry expansion.

Enterprise-Value-To-Ebitda-Ratio Time Series for Interpublic Group of Companies Inc. The Interpublic Group of Companies, Inc. provides advertising and marketing services worldwide. It operates in three segments: Media, Data & Engagement Solutions, Integrated Advertising & Creativity Led Solutions, and Specialized Communications & Experiential Solutions. The Media, Data & Engagement Solutions segment provides media and communications services, digital services and products, advertising and marketing technology, e-commerce services, data management and analytics, strategic consulting, and digital brand experience under the IPG Mediabrands, UM, Initiative, Kinesso, Acxiom, Huge, MRM, and R/GA brand names. The Integrated Advertising & Creativity Led Solutions segment offers advertising, corporate, and brand identity services; and strategic consulting under FCB, IPG Health, McCann Worldgroup, and MullenLowe Group brands. The Specialized Communications & Experiential Solutions segment provides public relations and other specialized communications services, live events, sports and entertainment marketing, and strategic consulting under IPG DXTRA Health, The Weber Shandwick Collective, Golin, Jack Morton, Momentum, and Octagon brand names. The company was formerly known as McCann-Erickson Incorporated and changed its name to The Interpublic Group of Companies, Inc. in January 1961. The Interpublic Group of Companies, Inc. was founded in 1902 and is headquartered in New York, New York.

Abstract

The Future of Business Survey is a new source of information on small and medium-sized enterprises (SMEs). Launched in February 2016, the monthly survey - a partnership between Facebook, OECD, and The World Bank - provides a timely pulse on the economic environment in which businesses operate and who those businesses are to help inform decision-making at all levels and to deliver insights that can help businesses grow. The Future of Business Survey provides a perspective from newer and long-standing digitalized businesses and provides a unique window into a new mobilized economy.

Policymakers, researchers and businesses share a common interest in the environment in which SMEs operate, as well their outlook on the future, not least because young and innovative SMEs in particular are often an important source of considerable economic and employment growth. Better insights and timely information about SMEs improve our understanding of economic trends, and can provide new insights that can further stimulate and help these businesses grow.

To help provide these insights, Facebook, OECD and The World Bank have collaborated to develop a monthly survey that attempts to improve our understanding of SMEs in a timely and forward-looking manner. The three organizations share a desire to create new ways to hear from businesses and help them succeed in the emerging digitally-connected economy. The shared goal is to help policymakers, researchers, and businesses better understand business sentiment, and to leverage a digital platform to provide a unique source of information to complement existing indicators.

With more businesses leveraging online tools each day, the survey provides a lens into a new mobilized, digital economy and, in particular, insights on the actors: a relatively unmeasured community worthy of deeper consideration and considerable policy interest.

Geographic coverage

Argentina Australia Belgium Brazil Canada Colombia Egypt France Germany Ghana India Indonesia Ireland Israel Italy Kenya Mexico Nigeria Pakistan Philippines (the) Poland Portugal Russian Federation (the) South Africa Spain Taiwan Turkey United Kingdom of Great Britain and Northern Ireland (the) United States of America (the) Viet Nam

Analysis unit

The study describes small and medium-sized enterprises.

Universe

The target population consists of SMEs that have an active Facebook business Page and include both newer and longer-standing businesses, spanning across a variety of sectors. With more businesses leveraging online tools each day, the survey provides a lens into a new mobilized, digital economy and, in particular, insights on the actors: a relatively unmeasured community worthy of deeper consideration and considerable policy interest.

Kind of data

Sample survey data [ssd]

Sampling procedure

Twice a year in over 97 countries, the Facebook Survey Team sends the Future of Business to admins and owners of Facebook-designated small business pages. When we share data from this survey, we anonymize responses to all survey questions and only share country-level data publicly. To achieve better representation of the broader small business population, we also weight our results based on known characteristics of the Facebook Page admin population.

A random sample of firms, representing the target population in each country, is selected to respond to the Future of Business Survey each month.

Mode of data collection

Internet [int]

Research instrument

The survey includes questions about perceptions of current and future economic activity, challenges, business characteristics and strategy. Custom modules include questions related to regulation, access to finance, digital payments, and digital skills. The full questionnaire is available for download.

Response rate

Response rates to online surveys vary widely depending on a number of factors including survey length, region, strength of the relationship with invitees, incentive mechanisms, invite copy, interest of respondents in the topic and survey design.

Note: Response rates are calculated as the number of respondents who completed the survey divided by the total number of SMEs invited.

Sampling error estimates

Any survey data is prone to several forms of error and biases that need to be considered to understand how closely the results reflect the intended population. In particular, the following components of the total survey error are noteworthy:

Sampling error is a natural characteristic of every survey based on samples and reflects the uncertainty in any survey result that is attributable to the fact that not the whole population is surveyed.

Other factors beyond sampling error that contribute to such potential differences are frame or coverage error (sampling frame of page owners does not include all relevant businesses but also may include individuals that don't represent businesses), and nonresponse error.

Note that the sample is meant to reflect the population of businesses on Facebook, not the population of small businesses in general. This group of digitized SMEs is itself a community worthy of deeper consideration and of considerable policy interest. However, care should be taken when extrapolating to the population of SMEs in general. Moreover, future work should evaluate the external validity of the sample. Particularly, respondents should be compared to the broader population of SMEs on Facebook, and the economy as a whole.