Graph and download economic data for Number of Business Failures, All Commercial for United States (M0929BUSM155NNBR) from Jun 1934 to Dec 1939 about failures, commercial, business, and USA.

According to the survey carried out among start-up owners, the main reasons why their businesses did not work out was a lack of financing, with nearly **** of the start-ups giving this as the main reason for their business failure. Moreover, the COVID-19 pandemic played a role in one third of business failures. There is rarely one reason behind a company going bankrupt, it is rather a mixture of several issues, as reflected in the many reasons stated by the respondents.

The below table shows a complete breakdown of employer businesses owned by minorities.

Graph and download economic data for Number of Business Failures, All Commercial for United States (Q09029USQ155NNBR) from Q1 1875 to Q4 1894 about failures, commercial, business, and USA.

Bankruptcies in the United States increased to 23309 Companies in the first quarter of 2025 from 23107 Companies in the fourth quarter of 2024. This dataset provides - United States Bankruptcies - actual values, historical data, forecast, chart, statistics, economic calendar and news.

This table contains 2736 series, with data starting from 2001 (not all combinations necessarily have data for all years). This table contains data described by the following dimensions (Not all combinations are available): Geography (1 item: Canada) Business dynamics measure (16 items: Number of active employer businesses in the private sector; Number of entrants; Number of incumbents; Number of exits; ...) North American Industry Classification System (NAICS) (19 items: Private sector; Agriculture, forestry, fishing and hunting; Mining, quarrying, and oil and gas extraction; Utilities; ...) Firm size (9 items: Private sector; From 0 to less than 100 employees; From 0 to less than 50 employees; Less than 5 employees; ...).

Graph and download economic data for Liabilities of Business Failures for United States (M09032USM144NNBR) from Jan 1893 to Jan 1933 about failures, liabilities, business, and USA.

Bankruptcies in Australia increased to 1308 Companies in May from 1225 Companies in April of 2025. This dataset provides - Australia Bankruptcies - actual values, historical data, forecast, chart, statistics, economic calendar and news.

This is the The Yelp Collaborative Knowledge Graph (YCKG) - a transformation of the Yelp Open Dataset into RDF format using Y2KG.

Paper Abstract

The Yelp Open Dataset (YOD) contains data about businesses, reviews, and users from the Yelp website and is available for research purposes. This dataset has been widely used to develop and test Recommender Systems (RS), especially those using Knowledge Graphs (KGs), e.g., integrating taxonomies, product categories, business locations, and social network information. Unfortunately, researchers applied naive or wrong mappings while converting YOD in KGs, consequently obtaining unrealistic results. Among the various issues, the conversion processes usually do not follow state-of-the-art methodologies, fail to properly link to other KGs and reuse existing vocabularies. In this work, we overcome these issues by introducing Y2KG, a utility to convert the Yelp dataset into a KG. Y2KG consists of two components. The first is a dataset including (1) a vocabulary that extends Schema.org with properties to describe the concepts in YOD and (2) mappings between the Yelp entities and Wikidata. The second component is a set of scripts to transform YOD in RDF and obtain the Yelp Collaborative Knowledge Graph (YCKG). The design of Y2KG was driven by 16 core competency questions. YCKG includes 150k businesses and 16.9M reviews from 1.9M distinct real users, resulting in over 244 million triples (with 144 distinct predicates) for about 72 million resources, with an average in-degree and out-degree of 3.3 and 12.2, respectively.

Links

Latest GitHub release: https://github.com/MadsCorfixen/The-Yelp-Collaborative-Knowledge-Graph/releases/latest

PURL domain: https://purl.archive.org/domain/yckg

Files

• Graph Data Triple Files
  • One sample file for each of the Yelp domains (Businesses, Users, Reviews, Tips and Checkins), each containing 20 entities.
  • yelp_schema_mappings.nt.gz containing the mappings from Yelp categories to Schema things.
  • schema_hierarchy.nt.gz containing the full hierarchy of the mapped Schema things.
  • yelp_wiki_mappings.nt.gz containing the mappings from Yelp categories to Wikidata entities.
  • wikidata_location_mappings.nt.gz containing the mappings from Yelp locations to Wikidata entities.
• Graph Metadata Triple Files
  • yelp_categories.ttl contains metadata for all Yelp categories.
  • yelp_entities.ttl contains metadata regarding the dataset
  • yelp_vocabulary.ttl contains metadata on the created Yelp vocabulary and properties.
• Utility Files
  • yelp_category_schema_mappings.csv. This file contains the 310 mappings from Yelp categories to Schema types. These mappings have been manually verified to be correct.
  • yelp_predicate_schema_mappings.csv. This file contains the 14 mappings from Yelp attributes to Schema properties. These mappings are manually found.
  • ground_truth_yelp_category_schema_mappings.csv. This file contains the ground truth, based on 200 manually verified mappings from Yelp categories to Schema things. The ground truth mappings were used to calculate precision and recall for the semantic mappings.
  • manually_split_categories.csv. This file contains all Yelp categories containing either a & or /, and their manually split versions. The split versions have been used in the semantic mappings to Schema things.

In 2023, there were ****** cases of business bankruptcy filed nationwide in the United States. While an increase from the previous year, the number of business bankruptcies in the United Stats has seen an overall decline, reaching a peak in 2009.

Bankruptcies in Denmark decreased to 390 Companies in June from 562 Companies in May of 2025. This dataset provides - Denmark Bankruptcies - actual values, historical data, forecast, chart, statistics, economic calendar and news.

Bankruptcies in Hong Kong decreased to 6871 Companies in April from 8559 Companies in March of 2025. This dataset provides - Hong Kong Bankruptcies - actual values, historical data, forecast, chart, statistics, economic calendar and news.

Bankruptcies in Sweden increased to 1347 Companies in May from 1015 Companies in April of 2025. This dataset provides - Sweden Bankruptcies - actual values, historical data, forecast, chart, statistics, economic calendar and news.

Almost 140 more venture capital-backed companies were acquired in the first quarter of 2021 than in the previous quarter. In the first quarter of 2021, 631 VC-backed companies were acquired, up from only 495 in the fourth quarter of 2021.

As of April 2024, over *** thousand startups had been officially recognized by the Department for Promotion of Industry and Internal Trade (DPIIT). India’s startup economy has been growing since 2016 with businesses mushrooming rapidly across the country. To support and sustain its growth, the Indian government launched the Startup India initiative. As of February 2023, a total of ****** startups had been officially recognized by DPIIT. Business environment in India India’s economy comprises of a vast number of businesses that are predominantly micro enterprises, with more than half of them based in rural areas. The Indian government defines a startup as an entity less than ten years old with an annual turnover under *** billion Indian rupees and headquartered in India. Owing to a host of funding deals and investment schemes, startups in India have spread across several key sectors primarily those of technology and ecommerce. Leading startup sectors and unicorns E-commerce, enterprise tech, and fintech remained the top-performing sectors in 2023. However, all these sectors saw a significant drop in funding compared to the previous year. The bright spot in the year was deeptech which received increased investor interest with more funding deals than the preceding year.

Graph and download economic data for Number of Business Failures with Liabilities Under One Hundred Thousand Dollars for the United States (M09076USM234NNBR) from Jan 1948 to Dec 1969 about failures, liabilities, business, and USA.

In 2024, global retail e-commerce sales reached an estimated ************ U.S. dollars. Projections indicate a ** percent growth in this figure over the coming years, with expectations to come close to ************** dollars by 2028. World players Among the key players on the world stage, the American marketplace giant Amazon holds the title of the largest e-commerce player globally, with a gross merchandise value of nearly *********** U.S. dollars in 2024. Amazon was also the most valuable retail brand globally, followed by mostly American competitors such as Walmart and the Home Depot. Leading e-tailing regions E-commerce is a dormant channel globally, but nowhere has it been as successful as in Asia. In 2024, the e-commerce revenue in that continent alone was measured at nearly ************ U.S. dollars, outperforming the Americas and Europe. That year, the up-and-coming e-commerce markets also centered around Asia. The Philippines and India stood out as the swiftest-growing e-commerce markets based on online sales, anticipating a growth rate surpassing ** percent.

In the most recently reported fiscal year, Google's revenue amounted to 348.16 billion U.S. dollars. Google's revenue is largely made up by advertising revenue, which amounted to 264.59 billion U.S. dollars in 2024. As of October 2024, parent company Alphabet ranked first among worldwide internet companies, with a market capitalization of 2,02 billion U.S. dollars. Google’s revenue Founded in 1998, Google is a multinational internet service corporation headquartered in California, United States. Initially conceptualized as a web search engine based on a PageRank algorithm, Google now offers a multitude of desktop, mobile and online products. Google Search remains the company’s core web-based product along with advertising services, communication and publishing tools, development and statistical tools as well as map-related products. Google is also the producer of the mobile operating system Android, Chrome OS, Google TV as well as desktop and mobile applications such as the internet browser Google Chrome or mobile web applications based on pre-existing Google products. Recently, Google has also been developing selected pieces of hardware which ranges from the Nexus series of mobile devices to smart home devices and driverless cars. Due to its immense scale, Google also offers a crisis response service covering disasters, turmoil and emergencies, as well as an open source missing person finder in times of disaster. Despite the vast scope of Google products, the company still collects the majority of its revenue through online advertising on Google Site and Google network websites. Other revenues are generated via product licensing and most recently, digital content and mobile apps via the Google Play Store, a distribution platform for digital content. As of September 2020, some of the highest-grossing Android apps worldwide included mobile games such as Candy Crush Saga, Pokemon Go, and Coin Master.

Graph and download economic data for Ratio of Liabilities of Business Failures to Current Liabilities of All Nonfinancial Corporations for United States (Q0983AUSQ156NNBR) from Q1 1946 to Q4 1961 about failures, ratio, nonfinancial, liabilities, corporate, business, and USA.

Graph and download economic data for Delinquency Rate on Business Loans, All Commercial Banks (DRBLACBS) from Q1 1987 to Q1 2025 about delinquencies, commercial, business, loans, banks, depository institutions, industry, rate, and USA.