Narrative Science
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Narrative Science was a technology company based in
Chicago (''City in a Garden''); I Will , image_map = , map_caption = Interactive Map of Chicago , coordinates = , coordinates_footnotes = , subdivision_type = Country , subdivision_name ...
,
Illinois Illinois ( ) is a U.S. state, state in the Midwestern United States, Midwestern United States. Its largest metropolitan areas include the Chicago metropolitan area, and the Metro East section, of Greater St. Louis. Other smaller metropolita ...
that specializes in data storytelling. As of December 17, 2021, Narrative Science was acquired by
Salesforce Salesforce, Inc. is an American cloud-based software company headquartered in San Francisco, California. It provides customer relationship management (CRM) software and applications focused on sales, customer service, marketing automation, a ...
and has since been integrated into Salesforce's
Tableau Software Tableau Software ( ) is an American interactive data visualization software company focused on business intelligence. It was founded in 2003 in Mountain View, California, and is currently headquartered in Seattle, Washington. In 2019 the comp ...
.


History

Narrative Science was founded in 2010 in Evanston,
Illinois Illinois ( ) is a U.S. state, state in the Midwestern United States, Midwestern United States. Its largest metropolitan areas include the Chicago metropolitan area, and the Metro East section, of Greater St. Louis. Other smaller metropolita ...
, after a student project in the Intelligent Information Lab at
Northwestern University Northwestern University is a private research university in Evanston, Illinois. Founded in 1851, Northwestern is the oldest chartered university in Illinois and is ranked among the most prestigious academic institutions in the world. Charte ...
jump started the NLG technology. The first prototype of the company technology went by the project name StatsMonkey and was developed in the laboratory by Kris Hammond, Larry Birnbaum, Nick Allen and John Templon. StatsMonkey was created to disrupt the journalism industry by allowing stories based in data, specifically baseball stories at the beginning, to be written automatically by StatsMonkey. These baseball stories would include recaps based on game data like players, win probability and game score. Narrative Science licensed StatsMonkey and the related intellectual property from Northwestern and began commercial operations in early 2010. Afterwards the company decided to change direction, they no longer focused on the journalistic capabilities of their technology and focused on how the same technology could be used in the business world. This led to the development of a
Natural Language In neuropsychology, linguistics, and philosophy of language, a natural language or ordinary language is any language that has evolved naturally in humans through use and repetition without conscious planning or premeditation. Natural languages ...
Generation platform called Quill, which analyzes structured data and automatically generates intelligent narratives for business users who are not data fluent. Narrative Science has several investors, including
SAP Ventures Sapphire Ventures (stylized as SAPPHIRE) is a venture capital firm with offices in Menlo Park, San Francisco, Austin, and London. The firm is considered one of the world's premier venture capital firms. The firm primarily invests in Series B t ...
and
In-Q-Tel In-Q-Tel (IQT), formerly Peleus and In-Q-It, is an American not-for-profit venture capital firm based in Arlington, Virginia. It invests in high-tech companies to keep the Central Intelligence Agency, and other intelligence agencies, equipped with ...
, the investment arm of the Central Intelligence Agency. In 2014, the Chicago company raised another $10 million in equity financing, led by customer USAA, for a total of $32 million raised since the company’s inception. In 2020, Narrative Science launched Data Storytelling for Good, their non-profit branch which provides their products for free to organizations doing good in their community. In November, 2021, Narrative Science announced an agreement to be acquired by Salesforce. The deal closed on December 17, 2021, and Narrative Science was folded into Tableau. In the announcement of the close, Salesforce indicated that Narrative Science's products would no longer be sold.


Recognition

In 2017, Fortune listed Narrative Science as one of the 50 companies leading the artificial intelligence revolution. In 2015, CNBC named Narrative Science to their Disruptor 50 list.
Gartner Gartner, Inc is a technological research and consulting firm based in Stamford, Connecticut that conducts research on technology and shares this research both through private consulting as well as executive programs and conferences. Its clients ...
named Narrative Science as one of the “Cool Vendors in Smart Machines” in 2014. In 2013, the company was named to the
Red Herring A red herring is a figurative expression referring to a logical fallacy in which a clue or piece of information is or is intended to be misleading, or distracting from the actual question. Red herring may also refer to: Animals * Red herring (fis ...
Top 100 for North America, which highlights promising startups in Asia, Europe, and the Americas. Narrative Science won a 2013 Edison Award for Innovative Services in Collaboration and Knowledge Management. In 2018, Narrative Science was part of the World Economic Forum's Technology Pioneers. In 2018, Narrative Science won Crain's Most Innovative Company.


Competitors

According to
Gartner Gartner, Inc is a technological research and consulting firm based in Stamford, Connecticut that conducts research on technology and shares this research both through private consulting as well as executive programs and conferences. Its clients ...
's 2019 "Market Guide for NLG", the main NLG companies are (in alphabetical order): Arria NLG,
Automated Insights Automated Insights ("Ai") is an American-based technology company that specializes in natural language generation (NLG) software that turns big data into readable narratives. Automated Insights produced 300 million pieces of content in 2013, wh ...
, AX Semantics, Narrative Science, vPhrase and
Yseop Yseop (pronounced 'Easy-Op') is a French software company, specializing in no code intelligent report automation, using natural language generation (NLG). Established in 2000 with offices in Paris, New York, Lyon and Bogota. History Yseop was ...
. Other similar companies in the area of natural language generation include Smartologic, Retresco, United Robots and Linguastat.


Criticism

The company received some early criticism from journalists speculating that Narrative Science was attempting to eliminate the jobs of writers, particularly in sports and finance. Critics also argue that biases and assumptions in original data sets can lead to reinforced bias in the stories generated by natural language processors, such as Narrative Science. A CBS article compared artificially generated journalism in the financial sector to the property market bubble, as it leads to “everyone making investments in the same way for the same reasons”. The article claimed that computer-generated narratives have the “potential to amplify biases and assumptions, but at far greater speed and on a far wider scale than anything written by humans.” An article from the Columbia Journalism School also criticized the limitations of “robo-journalism” software, as “it can’t assess the damage on the ground, can’t interview experts, and can’t discern the relative newsworthiness of various aspects of the story” and therefore, lacks a necessary human element.


See also

*
Narrative Inquiry Narrative inquiry or narrative analysis emerged as a discipline from within the broader field of qualitative research in the early 20th century, as evidence exists that this method was used in psychology and sociology. Narrative inquiry uses field ...
*
Natural Language Processing Natural language processing (NLP) is an interdisciplinary subfield of linguistics, computer science, and artificial intelligence concerned with the interactions between computers and human language, in particular how to program computers to pro ...


References

{{reflist Technology companies of the United States Technology companies established in 2010 Natural language generation