Expert network

Expert networks refer to a type of business that connects companies with expert resources or subject-matter experts, such as academics, C-levels, founders, and high-level officials to provide valuable information, data, or assistance.


The phrase "expert network" was originally coined by Mark O'Connor of Yankee Group in presentations introducing his August 1997 Management Strategies report, Knowledge Management: People and the Process.

The first known published appearance of the phrase in this context is in the April 1999 Yankee Group white paper A Knowledge Perspective: The Knowledge Management Product and Service Domain.[1] In the December 1999 publication, "Knowledge Evolution: Tools of the Trade,"[1] clients were advised to utilize Expert Networks to "Understand who the experts are throughout the organization (including the extended organization), and more appropriately employ that expertise within a broader range of business contexts for better decision making."

The first expert networks used internal databases and phone books, just like standard recruitment firms.[2] With the growth of LinkedIn and other online sources, expert networks have become increasingly reliant on custom-sourcing experts online.[3]


Since the early 2000's, a rather large industry has sprung up facilitating "expert" connections, or providing connections to industry or subject matter experts with whom a single individual or organization has no pre-existing relationship with. GLG, one of the oldest expert networks still operating, was founded in 1998. More recently, software platforms such as proSapient, NewtonX,, and Techspert have been using machine learning and other technologies to match experts to requests [4] [5]

Investor expert networks

The investment community is the largest consumer of expert network services; an estimated 38 expert network companies generated $364 million in revenues in 2009, according to a report by Integrity Research on the industry.[6] Those numbers are said to have grown to more than 50 expert networks generating about $1 billion (or $648-1254 million) in 2016, reports from 2018 by Inex One and Civic Enterprises. In a statistically insignificant survey of consulting and investment professionals by Inex One; Dialectica, AlphaSights and GLG were ranked as the top three investor expert networks respectively.[7][8][9][10]

Inex One maintains an exhaustive expert network directory, showing 63 investor expert networks in early 2019.[11]

Technology outsourcing expert networks

Real-time and on-demand expert networks for providing technology services or code mentoring are on the rise, with several organisation reaching out to industry specific expert networks to fulfil various projects on an interim basis.

Education expert networks

The concept of expert networks is being most recently applied within the construct of education. Considered an expansion of coaching and tutoring networks these private expert knowledge networks connect students and faculty to expert resources that have a preexisting relationship with the institution, in an on-demand nature. This often includes expert connections to peers, coaches, tutors, advisors, counselors, and other institutionally related experts.

Venture mentor expert networks

Many education institutions have begun using expert network models in support of new venture creation and student entrepreneurialism. The concept of Venture Mentor Expert Networks was born out of a need to remedy a gap in how universities support emerging entrepreneurial ventures. as an example, MIT hand selects experts from their alumni network and assigns them to individual ventures/consumers to facilitate the transfer of knowledge and information.

Business models

There are three aspects of business models for expert networks: (1) revenue models, (2) sourcing models, and (3) operating models. Expert networks may apply two different revenue models: subscription-based and transaction-based (detailed below).[12]

1. Revenue models


The most common revenue model is "pay-per-use"[13], where an expert networks invoices the client per hour of expert consultation, times the "credit" price of the expert. The expert network then pays a part of this to the expert.[14]


The traditional revenue model was to offer subscriptions to clients. This model still represents a large share of the industry, notably for GLG. The client pays for a predefined number of "credits" at the start of the contract year, which are run down as expert consultations are made. The network keeps the difference between the subscription fees collected and the hourly rates paid out.[15][16]

2. Sourcing models

When sourcing experts to connect with clients, an expert network may use either an Internal database, or Custom recruiting (or a combination). Whereas expert networks traditionally relied on internal databases of experts, business models have tilted towards 'custom recruiting' of new experts for each particular case. This was enabled by the rapid growth of LinkedIn in the years following the global financial crisis of 2008,[17] supporting the emergence of firms such as ENG, Third Bridge and AlphaSights (each founded ~ in 2007).[18][19]

3. Operating models

Expert networks structure internal operations differently, along models that transcend their revenue and sourcing models. These have been classified in five categories, each solving the task of supplying relevant experts to customers:[20]

  • Standard expert networks
  • DIY marketplaces
  • Machine-driven expert networks
  • Expert Q&A companies
  • Crowd-funded expert calls

Of the networks covered by the Expert Network Directory, 75% are Standard expert networks, trailed by DIY marketplaces (13%), and machine-driven (8%).[11]

Investor expert networks

A primary example of expert networks are investor networks that are in the business of primary research. These firms connect buy side investors, consultants, and business decision-makers with industry experts. Consultations between expert network clients and experts may be in the form of "face-to-face meetings, phone calls, teleconferences, video conferences, [or] email exchanges."[21]

According to a 2009 report by Integrity Research, there are at least 38 investor expert network providers worldwide.[22][23] According to a 2018 report by Inex One, that number has grown to at least 50.[9] Although most expert networks operate across verticals and geographies, recent trends point towards specialized expert networks serving a particular geography or vertical.

In recent years, as sell-side research has become increasingly "scarce and less influential," institutional investors have turned to expert networks to gain "new insights and a competitive edge" within a compliant framework. According to a 2011 report published by TABB Group, 81% of investment professionals believe that "talking to experts" is a legitimate, value-adding part of the investment due diligence process.[24]

Investor expert networks became more widely used after the implementation of Regulation Fair Disclosure in 2000, which made it harder for institutional investors to get market moving information directly from publicly traded companies.[25] Hedge funds were early adopters, but the use of expert networks quickly spread to all types of institutional investors, including mutual funds, pension funds, banks, and private equity firms. The investment community continues to be the largest consumer of expert network services. In 2009, expert network companies generated an estimated $364 million in revenues, according to a report by Integrity Research.[6] That number is said to have grown to about $1 billion (or $648-1254 million) in 2018 reports by Inex One and Civic Enterprises.[8][10]

Investor expert network legal compliance issues

One of the biggest challenges faced by expert network operators is legal compliance with regard to the information passed from information provider to researcher.[26] Several expert networks have made headlines in relation to improper information disclosure and insider trading allegations.[27][28][29][30] Networks have taken different approaches to the compliance puzzle. Some spend millions reaching out to publicly traded companies and others don't allow employees of publicly traded companies to consult at all.[citation needed]

Investor expert network controversy

The Fall 2009 indictment of individuals associated with hedge fund FrontPoint illustrated the compliance challenges of speaking with sources directly. The individuals had initiated access with a Dr. Yves Benhamou,[31] board member of an ongoing clinical trial. Though these began as formal engagements through Guidepoint (an Expert Network) , their exchanges with Dr. Benhamou would become less formal[32] and more specific. They stopped going through the network, opting to contact one another directly, and they allegedly culminated in the portfolio managers coaxing inside information from Dr. Benhamou and Dr. Benhamou obliging. The circumstances illustrate one of the core challenges of primary research in general and a central plank of the expert network platform. The investigations resulted in allegations against Primary Global Research LLC.[33][34] While the United States expert networks were weathering the storm of the insider trading investigations, European expert networks have not been nearly as affected and have been seen as alternatives, experiencing growth and investment.[35][36][37]

Further reading


  1. ^ a b Howe, Carl (2013-11-05). "Mobile Market Strategies, Mobile Application, Cloud Strategies, Mobile Broadband Strategies, Mobile Device Strategies". Retrieved 2013-11-27.
  2. ^ "From the Rolodex to LinkedIn: How Recruiting Has Changed Since WWII". LinkedIn Talent Blog. 2019-10-26.
  3. ^ "The History of Expert Networks". History of expert networks – the only Constant thing is Change. 2019-10-26.
  4. ^ "Demystifying AI for expert networks". 2019-02-12.
  5. ^
  6. ^ a b
  7. ^ "Which Expert Network is the best?". Aggregate your expert insights. 2018-07-29.
  8. ^ a b "What is the market size and growth of Expert Networks?". Aggregate your expert insights. 2018-09-23.
  9. ^ a b "How many Expert Networks are there?". Aggregate your expert insights. 2018-07-10.
  10. ^ a b "Civic | Economic Mobility and the Future of Work". mysite.
  11. ^ a b "Expert Network directory". Aggregate your expert insights.
  12. ^ "EBooks and Reports".
  13. ^ "EBooks and Reports".
  14. ^ "What is the market size, growth and margins of Expert Networks?". 2018-09-23.
  15. ^ "What is the market size, growth and margins of Expert Networks?". 2018-09-23.
  16. ^ Fioravante, Janice (2013-02-12). "M.B.A.s, doctors try freelance route | Crain's New York Business". Retrieved 2013-11-27.
  17. ^ "Number of LinkedIn users". Statista.
  18. ^ Sexton, Greg (September 13, 2017). "Transforming an industry: How AlphaSights became the leader in knowledge search".
  19. ^ "How is it to work in an expert network?". Aggregate your expert insights. 2018-09-10.
  20. ^ "How do Expert Networks operate?". Aggregate your expert insights. 2018-06-20.
  21. ^ Banzaca, Jennifer. "For Hedge Fund Managers, Expert Networks Offer Access to Corporate Insiders While Mitigating (Though Not Eliminating) the Likelihood of Insider Trading Violations". The Hedge Fund Law Report, Vol. 2, No. 48, December 9, 2009. Retrieved 2013-11-27.
  22. ^ ""Integrity ResearchFocus: Expert Networks," Integrity Research, 2009". Retrieved 2013-11-27.
  23. ^ "Integrity ResearchFocus®: Expert Networks". Integrity Research. Retrieved 2013-11-27.
  24. ^ ""Expert Networks: Industry Barometer", Adam Sussman and Cheyenne Morgan, TABB Group, January 2011". Retrieved 2013-11-27.
  25. ^ Rusli, Evelyn M. (December 27, 2010). "Amid Inquiries, Experts Get a Cold Shoulder". DealBook.
  26. ^ "Business Week - Have Experts, Will Hire Out". Retrieved 2008-03-03.
  27. ^ "Expert Firm's 'Gated Network' May Have Included Insiders, Prosecutors Say". Bloomberg. November 24, 2010.
  28. ^ Anderson, Jenny (2007-01-17). "Wall Street 'Matchmakers' Under a New York Inquiry". Retrieved 2008-03-03.
  29. ^ Timmerman, Luke; Heath, David (2005-08-07). "Drug researchers leak secrets to Wall St". Retrieved 2008-03-03.
  30. ^ Burton, Katherine; Kishan, Saijel (May 11, 2011). "Little Guys Are Everywhere in Rajaratnam's Insider-Trading World". Bloomberg News. Retrieved 16 May 2011.
  31. ^ The Wall Street Journal Missing or empty |title= (help)
  32. ^ "optino, is that Latin for options?". Stilltitled. 2010-11-03. Retrieved 2013-11-27.
  33. ^ "Business Insider". Archived from the original on 2012-04-25. Retrieved 2013-11-27.
  34. ^ "rethinking expert networks – compliance, systems and research". April 29, 2011.
  35. ^ "Blog Archive » US Expert Networks Weather Hurricane "Insider Trading Investigations" while Some European Peers Swim in the Peaceful Waters of Capital". Integrity Research. 2011-09-08. Retrieved 2013-11-27.
  36. ^ Riordan, Darragh (July 5, 2017). "IK Investment Partners buys Beringea's stake in Third Bridge".


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