Skip to content

Guest Blogger Bob Metcalfe: Metcalfe’s Law Recurses Down the Long Tail of Social Networks

August 18, 2006

vcmike

The blogosphere has started bubbling some interesting discussion of how Metcalfe’s Law applies to current Web 2.0 dynamics like social networking. Some IEEE types, Brad Feld, Niel Robertson, a PhD. student named Fred Stutzman, my partner Sim Simeonov, myself and a few others have posted on this in the last few weeks.

Bob Metcalfe, who invented the law in the first place and is my partner at Polaris (and who, along with Al Gore, invented the Internet…), offers his own view in a guest blog post below.


Metcalfe’s original insight was that the value of a communications network grows (exponentially, as it turns out) as the number of users grows.

All seem to agree that Metcalfe’s Law offers a good theoretical framework for thinking about Social Networks. Robertson argues that in addition to the number of users, the rank of a social network is another variable that should be considered when the law is applied to a social network as opposed to a communications network; Stutzman, on the other hand, suggests that one ought to add consideration of “the sum of actions and associations” enabled by a particular social network.

Not surprisingly, Metcalfe himself offers a more insightful and, I think, important contribution to the conversation — that to understand the value of a social network we need to consider not just the number of users but also the affinity between the members of the network.

Enjoy Bob’s post, and by all means please feel free to add your own comments…

Metcalfe’s Law Recurses Down the Long Tail of Social Networking

By Bob Metcalfe

Metcalfe’s Law is under attack again. This latest attack argues that the value of a network does not grow as the square of its number of users, V~N^2, like I’ve been saying for 26 years, but slower, V~N*Log(N). The new attack comes in a cover story by Briscoe, Odlyzko, and Tilly in a prestigious 385,000-member social network called IEEE SPECTRUM. And now they are saying that my law is not just wrong but also “dangerous.”

Below is the original not PowerPoint but 35mm slide I used circa 1980 to convince early Ethernet adopters to try LANs large enough to exhibit network effects – networks larger than some “critical mass.”

metcalf.PNG

This slide was named “Metcalfe’s Law” by George Gilder in the September 1993 issue of FORBES and later in his book TELECOSM. Again, thank you, George.

Ethernet’s early adopters took this advice, and so my computer communication compatibility company, 3Com, prospered. Last year, according to IDC, 33 years after Ethernet’s invention at Xerox Parc, a quarter billion new Ethernet switch ports were shipped worldwide.

And now for some inconvenient truths. Al Gore famously claimed to have invented the Internet in the 1980s, which struck some of us as a little late. Like his father, Al Gore Senior, who claimed to have invented what is inexplicably called the Eisenhower Interstate Highway System, Al Gore Junior invented what he called the Information Superhighway. The actual Internet was invented, I think, either by BBN at UCLA in 1969 or at Stanford in 1973.

With his Information Superhighway, Gore invented not the Internet but the Internet … Bubble. I was present when Vice President Gore mentioned Metcalfe’s Law in an MIT commencement address, inflating his administration’s Internet Bubble. I helped Gore inflate the Internet Bubble by touting Metcalfe’s Law. I am not sorry.

There are people who think the Internet Bubble was the worst thing that ever happened, and I hope those people are satisfied now that Ken Lay is dead. To those people my law may be, as the SPECTRUM article says, dangerous. Because my law allegedly over-estimates the values of networks, it might be used to inflate a second Internet Bubble, probably the imminent Social Networking Bubble, which will then inevitably burst. Can’t have that.

So, in IEEE SPECTRUM, Briscoe, Odlyzko, and Tilly debunk Metcalfe’s Law, again. It turns out that the value of a network does not grow as the square of the number of its users, V~N^2, but much more slowly, V~N*log(N), they figure. Cold water can now be thrown on the promoters of social networking. The bursting of a second Internet Bubble is thereby averted.

In renewed defense of Metcalfe’s Law, let me first point out that Al Gore has moved on to the invention of Global Warming. If a second Internet Bubble is to be inflated, I will have to do it without Gore’s hot air this time… Let’s get started.

Let me contrast Metcalfe’s Law with
Moore’s Law. Moore’s and Metcalfe’s Laws are similar in that both begin with the letter M. They are different in that
Moore’s Law is exponential in time while Metcalfe’s Law is quadratic in size.


Moore‘s Law, which states that semiconductors double in complexity every two years, has been numerically accurate since 1965. Metcalfe’s Law, on the other hand, has never been evaluated numerically, certainly not by me.

Nobody, including Briscoe, Odlyzko, and Tilly in their SPECTRUM attack, has attempted to estimate what I hereby call A, network value’s constant of proportionality in my law, V=A*N^2. Nor has anyone tried to fit any resulting curve to actual network sizes and values.

As I wrote a decade ago, Metcalfe’s Law is a vision thing. It is applicable mostly to smaller networks approaching “critical mass.” And it is undone numerically by the difficulty in quantifying concepts like “connected” and “value.”

So, if the value of a network does grow as V~N*log(N), I challenge Briscoe, Odlyzko, and Tilly to prove it with some real network sizes and values. In the meantime, I’ll stick with V~N^2.

While they’re at it, my law’s critics should look at whether the value of a network actually starts going down after some size. Who hasn’t received way too much email or way too many hits from a Google search? There may be diseconomies of network scale that eventually drive values down with increasing size. So, if V=A*N^2, it could be that A (for “affinity,” value per connection) is also a function of N and heads down after some network size, overwhelming N^2. Somebody should look at that and take another crack at my poor old law.

But, if anybody wants to spend time on Metcalfe’s Law, let me suggest what are likely to be more fruitful paths. Accurate formulas for the static value of a network are fine, but it would be much more useful to understand the dynamics of network value over time. Also important would be linking Metcalfe’s Law to
Moore’s Law and showing how that potent combination underlies what WIRED’s Editor-in-Chief Chris Anderson calls The Long Tail.

Metcalfe’s Law points to a critical mass of connectivity after which the benefits of a network grow larger than its costs. The number of users at which this critical mass is achieved can be calculated by solving C*N=A*N^2, where C is the cost per connection and A is the value per connection. The N at which critical mass is achieved is N=C/A. It is not much of a surprise that the lower the cost per connection, C, the lower the critical mass number of users, N. And the higher the value per connection, A, the lower the critical mass number of users, N.

Continuing to paint with a broad brush, I take
Moore’s Law to mean that my law’s connectivity cost C — the cost of the computing and communication used to create connectivity — is halved every two years. Combining Moore’s and Metcalfe’s Laws, therefore, the number of users at which a network’s value exceeds its cost halves every two years. And that’s just considering C.

I am reminded that the first Ethernet card I sold at 3Com in 1980 went for $5,000. By 1982, the cost was down to $1,000. Today, Ethernet connections cost under $100, perhaps as low as $5 per connection. Whatever the critical mass sizes of Ethernets were in 1980, they are a lot lower now.

But that’s not all. The denominator of C/A, the constant of value proportionality, A, has been going up. In the 1980s, Ethernet connectivity allowed users only to share printers, share disks, and exchange emails — a very low A indeed. But today, Internet connectivity brings users the World Wide Web, Amazon, eBay, Google, iTunes, blogs, … and social networking. The Internet’s value per connection, A, is a lot higher now, which means the critical mass size of the Internet, C/A, is a lot lower now, and for two reasons: cost and value.

Amazon connectivity among people and books allows my five-year-old book, INTERNET COLLAPSES, to be available still, with Amazon rank below 1,000,000. There’s eBay connectivity among people with ever more arcane things to buy and sell. There’s blogosphere connectivity among many more writers each with many fewer readers. Daily newspaper circulations have been going down since 1984, and there are now millions of active blogs, most of them very small. Blogs are an early form of social networking among growing numbers of smaller groups along ever more refined dimensions of affinity.

Social networks form around what might be called affinities. For each affinity, there is a critical mass size given by N=C/A, as above. If the number of people sharing an affinity is above this critical mass, then their social network may form, otherwise not. As Internet access gets cheaper and the tools for exploiting affinities get better, many more social networks will become viable.

Somebody should look at this. Somebody already has: Chris Anderson.

Moore’s and Metcalfe’s Laws bring us to Chris Anderson’s new book, THE LONG TAIL, which you should read immediately. (Actually, there’s no rush.
Anderson’s book currently has double-digit rank at Amazon, like my book did five years ago. Take your time and you might even get THE LONG TAIL for next to nothing as it moves down Amazon’s Long Tail.)


Anderson‘s Long Tail explains how, for example, more people are listening to music other than the Top 40 hits. Thanks to iTunes, even though there still is a Top 40, the fraction of music listening from down music’s Long Tail is increasing. It remains to be seen whether the growth of music’s Long Tail increases total music sales, which would be my guess, or whether it shifts revenues away from Britney Spears.

For another example of The Long Tail, millions of books like mine, which would otherwise be out of print, can still be found at Amazon.com and delivered in a day or two. Try buying INTERNET COLLAPSES, used if you must.

Let me leave as an exercise for the reader to develop the formulas for how Amazon’s Long Tail grows to the right as the combination of Moore’s and Metcalfe’s Laws biennially halves the critical-mass size of book audiences. Book buying generally shrinks with time, but I’m guessing that Amazon’s per book critical masses, its N=C/As, have been shrinking faster.

Similar formulas could quantify how Moore’s and Metcalfe’s Laws have also driven down the critical mass sizes (N=C/A) of Internet-enabled social networks and extended their Long Tail to the right. Looking more closely, I see that Metcalfe’s Law recurses. Just being on the Internet has some increasing value that may be described by my law. But then there’s the value of being in a particular social network through the Internet. It’s V~N^2 all over again. Down a level, N is now the number of people in a particular social network, which has its own C, A, V, and critical mass N.

Of course the cost (C*N) of getting connected in a social network has been going down thanks to the proliferation of the Internet and its decreasing price. The value (A*N^2) of particular social networks has been growing with broadband and mobile Internet access. Emerging software tools expedite the viral growth and ease of communication among network members, also boosting the value of underlying connectivity.

So, if you want to spend time on V~N^2, and I hope you do, then forget minor refinements like V~N*log(N) and help inflate the next Internet Bubble by figuring out how Metcalfe’s Law recurses down The Long Tail of social networking.

Bob Metcalfe received the National Medal of Technology from President Bush in 2005 for his leadership in the invention, standardization, and commercialization of Ethernet. Bob is a general partner of Polaris Venture Partners, where he serves on the boards of Polaris-back companies including Ember, GreenFuel, Infinite Power Solutions, Mintera, Narad, Paratek Microwave, and SiCortex.

157 Comments

Post a comment
  1. Dave Jilk #
    August 18, 2006

    Mike,

    n-squared is not the same as exponential (10 to the n power). Do a quick spreadsheet and you’ll see what I’m talking about.

  2. August 18, 2006

    Dave–thanks for the catch. In case you couldn’t tell I am not exactly the “quant guy” in our shop. My partner Sim Simeonov, on the other hand, was the Bulgarian National Math Champion (this actually is true), so I’ll leave future math blogging to him!

  3. not Gore #
    August 20, 2006

    why do people (even smart ones like VCMike and Metcalf) continue to perpetuate this myth about Gore saying he invented the internet? Gore never said such a thing.

    http://www.snopes.com/quotes/internet.asp

    • Johnf552 #
      July 13, 2014

      It is also possible that Zynga’s chosen advertising network is to blame if we consider the case of the New York Times’ website ekeabedbaaed

  4. August 24, 2006

    Oh how I love social networking. If it wasn’t for such a thing I wouldn’t have a job.

  5. August 25, 2006

    Metcalfe’s Law in my opinion is right when we see from a macro view, see the value of the whole network.

    The “square” is just like the E=mc^2, which implies the “acceleration” or “self-repeating” nature of this universe.

    I think the attack is not as solid as claimed by the attackers.

    PurpleRain
    http://www.g-economy.com

  6. Carl #
    August 29, 2006

    > There are people who think the Internet Bubble was the worst thing that ever happened, and I hope those people are satisfied now that Ken Lay is dead.

    What a cheap shot, Bob.
    Unworthy of a man of your distinction and intellect.

  7. WILFRED BAXTER #
    September 21, 2006

    Dear customer,
    we are mobile phones/laptops/ipods wholesalers, we deals on all
    brands and models of mobile phones/laptops.very good prices.
    we have mobile phones accessories such as
    battery,charger,keypad,housing,datacable,lcd and
    laptops.we supply many other electronic products, such
    as portable DVD, car dvd,mp3,mp4,lcd TV, plasma tv,cd
    rom,dvd writer, windows xp,office 2003 software,ip
    phone, USB phone, Bluetooth earphone, Bluetooth USB
    dongle,etc.
    condition: brand new wireless standard with 1 year
    manufacturer warranty and 6 months seller
    gaurranty,with original mother board, original English
    British battery, all software and manual contain
    writing English languages, the shipment will be
    delivered via 48 hours over night express drop
    shipment to your door step.
    We send price list to interested buyers only.

    REPLY TO:communicationsukltdl@myway.com.

    CALL:+447011132340

    Yours faithfully,

    WILFRED BAXTER

  8. Phil Northcott #
    November 7, 2006

    Metcalfe’s response lost credibility right from the start. Gore never claimed to have invented the internet. He claimed, truthfully, to have taken the initiative in funding its development. Perhaps another law is at work here, i.e. that a statement, true or not, gains credibility in proportion to the number of times it is heard. I’d suggest proportional to log(n), or perhaps sqrt(n).

  9. January 7, 2007

    car

  10. January 17, 2007

    Wow!!! Good job. Could I take some of yours triks to build my own site?

  11. January 17, 2007

    Greetings!..

  12. joe #
    January 23, 2007

    I did some number-digging to see if Metcalfe’s Law was numerically accurate. Click on my name to see details…

  13. January 30, 2007

  14. February 1, 2007

  15. February 8, 2007

    Hi

  16. February 13, 2007

    Further to the obvious advantages that ProCalisX brings to you is the added advantage of a very affordable price epimedium sagittatum

  17. January 7, 2009

    thank you very much

  18. Tyrell #
    January 7, 2009

    t8oG5MONSBK7j

  19. January 12, 2009

    Bob, you make a very interesting point here…

    “my law’s critics should look at whether the value of a network actually starts going down after some size. Who hasn’t received way too much email or way too many hits from a Google search? There may be diseconomies of network scale that eventually drive values down with increasing size.”

  20. January 18, 2009

    un4BlX hi! how you doin?

  21. February 20, 2009

    thank you very much

  22. dauggisubbori #
    March 7, 2009

    продам Форд-Фокус 2008 года за 200 тр. торг возможет. срочно!!!
    +7 960 200 9209

  23. April 8, 2009

    Very nice post, thanks man!

  24. May 22, 2009

    Is the value of a network actually starts going down after some size? I think so but the question is how long it will take before the fall starts. If the period between the peak and the fall is long enough then I see no worry!

  25. June 7, 2009

    I have always enjoyed using both Metcalf’s law and Moore’s law in business plans. They don’t have to be exactly precisely correct to have relevance. What Moore first described was a way for people to visualize the impact of adding Internet users. Perhaps billions of dollars of venture capital would not have been invested in companies had those VCs not believed in Metcalf.

    As for the comparison to Web 2.0, I believe that there is a metaphoric relationship to social networks just as there was to Ethernet connections to a network. The difference is that with social networks the quality of the connection must enter into the calculation of the network’s value.

    Sam Thacker

  26. aburbedoWeete #
    June 11, 2009

    visit us!
    newsbox.cc
    newsbox.us
    nbstatus.wordpress.com
    NOW!

  27. July 10, 2009

    The Potts lawyer, attorneys, law and legal research information. Find Medical Malpractice resources and locate an attorney.

  28. Sergei #
    January 2, 2010

    Классные мультфильмы бесплатно на Кинозоуне.

  29. March 21, 2010

    DJ Tiesto на Pattaya International Music Festival

  30. May 19, 2010

    If you could confront anyone from your past, who would it be and why?

  31. Jon Metcalf #
    June 8, 2010

    As a Metcalf and an ex 3Comer who has implemented a huge wan over a vpn including “remote” Islands of the UK using UNIX and OS/2 pre year 2000 using 3Com ethernet adapters, bridges, switches, hubs etc. I can vouch for the technology and 100% reliability. As to the value of a network or it’s connections etc. surely once the initial capital is laid out and the running costs are affordable the use to which the connection is made is the value.

    Money is not the issue, Bob Metcalfe has made plenty I guess and earnt every Cent too..if you can prove him wrong I’m sure he’ll agree with your proof…I’m going to have a crack at his suggestion for improving understanding of his law and progressing it as he suggested.

    Metcalf(e)’s Rule 😉

  32. September 8, 2010

    Thank you for your good article. I know new things, because on this blog.

  33. October 9, 2010

    thanks you for article

  34. March 6, 2011

    de ce nu:)

  35. March 10, 2011

    Zealous brother, what you sleep, I specify a subject and a sense of comfort not competent to get it, you give me the right who is the main response. Thank you very much different

  36. May 29, 2011

    Служба знакомств «Elmi» – это большая база данных по всем городам Севера Израиля, персональный подход, огромный опыт и внимание. Мы предложим ту форму обслуживания, которая подойдёт именно Вам. Для нас важно, чтобы Вы чувствовали себя уверенно и комфортно. Мы поможем Вам найти своё семейное счастье

    Мы работаем в Хайфе, Краёт, Нетании и других городах севера страны.

  37. October 6, 2012

    I do not even know how I finished up here, however I believed this put up was good. I don’t understand who you are however definitely you are going to a well-known blogger for those who aren’t already. Cheers!

  38. June 4, 2013

    Have you had the experience of looking for a car
    only to end up feeling frustrated and overwhelmed by the process?
    It may be just be the case that you need some solid advice beforehand.
    The information included here can simplify the entire process of purchasing a car.

  39. August 29, 2013

    Simply desired to point out I’m thrilled that i came in your internet page.

  40. November 16, 2017

    Netflix Unblocking for Expats: https://www.intl-alliance.com/store

Trackbacks & Pingbacks

  1. Om and Niall PodSessions
  2. GigaOM » Blog Archive » Is Metcalfe’s Law Really Wrong?
  3. SiliconBeat
  4. The Real Paul Jones » Stutzman v Metcalfe
  5. Abstract Dynamics
  6. VC Headlines
  7. Yoick - Hightechwire » Blog Archive » Affinity: Metcalfe’s Law 2.0
  8. Blogs are like opinions. Everybody has one… » Blog Archive » Metcalfe’s Law
  9. HighContrast » Bob Metcalfe Responds to IEEE
  10. BuzzMachine » Blog Archive » Looking through the wrong end of the wire
  11. The power of the network at twopointouch: web 2.0, blogs and social media
  12. n.sputnik/Nick Dynice » Blog Archive » Metcalfe’s Law 2.0 is Web 2.0
  13. Photo Matt » Metcalfe’s Law and Social Networks
  14. Matt: Metcalfe’s Law and Social Networks at SocialCode
  15. Blogocentricity » Reading
  16. Guest Blogger Bob Metcalfe: Metcalfe’s Law Recurses » technobabble.tv
  17. Akkam’s Razor
  18. Fudeblog by Cesar Cardoso » A rede é o…
  19. Does the Math behind Network value matter? « Honorarium on Tuesday
  20. What is the Value of a Network? « PurpleSlog
  21. Living on the Edge » Blog Archive Missing a point or two about models/law «
  22. Reinventing the Internet » Ethernet - a modest technology gone bad
  23. AG's Blog
  24. Hitchhiker’s Guide to 650 :: NMetcalfe’s Law Redux: Why Web 1.0 Giants Are Screwed and Web 2,0 StartUps Saved :: October :: 2006
  25. the ||doublebar|| » Blog Archive » Metcalfe’s law - update
  26. Zach Mortensen -- The Economics of Healthcare Information Technology
  27. why we should poach animals
  28. SpaceSpace » Craigslist Meets the Capitalists — (Their Head A Splode!)
  29. baby bedding
  30. Quality Indonesian Blogger » Blog Archive » n² & n•log(n)
  31. diamond rings
  32. TV Sets
  33. Cornelia Davis’ Weblog » Blog Archive » The power of participation (Collaboration 2.0, Reed’s Law and Metcalfe’s Law)
  34. Loans
  35. Relationship Books
  36. וובסטר 2 - חנן כהן » ארכיון הבלוג » מטקאלף מגן על חוק מטקאלף
  37. Cisco/Tribe, Ning, Reuters: Social Nets Everywhere! « VCMike’s Blog
  38. Mark Greenfield - Higher Education Web Consulting » Social Networks and the Long Tail
  39. ลานซักล้าง » ถอดบทเรียนเกี่ยวกับชุมชนออนไลน์ (ตอนที่ 2)
  40. Beckstrom’s Law: FAIL « Blogs are like opinions. Everybody has one…
  41. More info here
  42. Guest Blogger Bob Metcalfe: Metcalfe’s Law Recurses Down the Long Tail of Social Networks « VCMike’s Blog » Social Marketing
  43. The Law of Linked Data » AI3:::Adaptive Information
  44. “The Internet, the Perpetual Beta, and the State: The Long View of the New Medium” « Assorted Materials: Johnny Ryan
  45. How Metcalfe’s Law explains the attitude of your sysadmin (or what you perceive as negative behavior) « Blogs are like opinions. Everybody has one…
  46. When Push Needs a Shove: Making Metcalfe’s Law Work for Your Social Venture | Atomic Tango
  47. The amazing doubling power of social networks « RipMedia Group
  48. The Quantum Archivist » Metcalfe’s Law and the Information Universe. Or: Why We Should be as Connected as Possible
  49. Metcalfe’s Law and the Information Universe, Or: Why We Should be as Connected as Possible « The Quantum Archivist
  50. The long tale of web 2.0 economics « excapite
  51. Henry David Thoreau On Google Plus « An Associate's Mind
  52. The amazing doubling power of social networks | RIP MEDIA GROUP
  53. Metcalfe’s Law: Manifest Destiny of Cerner and Epic? « Zach Mortensen
  54. Metcalfe’s law – Wikipedia, the free encyclopedia | WorldWright's …
  55. Find Answers through Your Social Network | Emerson Process Experts
  56. Metcalfe’s Law Redux: Why Web 1.0 Giants Are Screwed and Web 2,0 StartUps Saved | Nosejob
  57. On our way to a networked society. | Aide-Memoire
  58. Metcalfe’s Law Redux: Why Web 1.0 Giants Are Screwed and Web 2,0 StartUps Saved | Hitchhiker's Guide to 605
  59. Metcalfe’s Law Redux: Why Web 1.0 Giants Are Screwed and Web 2,0 StartUps Saved | Hitchhiker's Guide to 650
  60. Monetizing the Social Effect: Part 3 | DayOnBay
  61. Internet Time Alliance | CLO Maths–Part I
  62. Chapter 3 (part 1) The Network | Viralnomics
  63. Internet Of Things » Why peer-to-peer doesn’t mean equal
  64. Metcalfe’s Law in Transit Planning
  65. When Push Needs a Shove: How To Make Your Network Go Social Already | Atomic Tango
  66. Long Tail Student Discount Coupon Code
  67. Long Tail Cheap Deals
  68. Long Tail Student Discount March
  69. Long Tail Student Discount 2018
  70. Long Tail Member Coupons March
  71. Long Tail Student Discount Coupon Code March
  72. Long Tail Consumer Coupon Code March 2018
  73. Long Tail Student Discount March 2018
  74. Long Tail Consumer Coupon Code March
  75. Long Tail Student Discount Coupon Code 2018
  76. Long Tail Cheap Deals March 2018
  77. Long Tail Offers March
  78. Long Tail Offers For Students March 2018
  79. Long Tail Cheap Deals March
  80. Long Tail Cheap Monthly Deals 2018
  81. Long Tail Cheap Monthly Deals March 2018
  82. Long Tail Offers 2018
  83. Long Tail Offers Online March
  84. Long Tail Offers Online 2018
  85. Long Tail Cheap Monthly Deals March
  86. Long Tail Offers March 2018
  87. Long Tail Offers For Students 2018
  88. Long Tail Offers Online March 2018
  89. Long Tail Offers Today 2018
  90. Long Tail Coupons Labor Day
  91. Long Tail Coupons Labor Day March
  92. Long Tail Coupons Labor Day 2018
  93. discount long tail pro keyword research | Newest codes around
  94. offers long tail pro | Newest codes around
  95. Long Tail Coupons Labor Day 🥇
  96. Long Tail Coupons Labor Day March 2018 🥇
  97. Offers Long Tail
  98. Long Tail Cheaper Alternative
  99. Offers Long Tail Pro Ultimate Niche Finder
  100. When Push Needs a Shove: How To Make Your Network Go Social Already – Atomic Tango
  101. The NFX Archives: Foundations for Mastering Network Effects - NFX
  102. On our way to a networked society. – Aide Mémoire
  103. What meerkats could teach a troubled Uber- Vigour Times
  104. What meerkats could teach a troubled Uber- webtoday.us
  105. What meerkats could teach a troubled Uber - Elite News
  106. What meerkats could teach a troubled Uber - Megatrend Investments
  107. What meerkats could teach a troubled Uber - News07trends
  108. What meerkats could teach a troubled Uber - Wrapspots
  109. What meerkats could teach a troubled Uber | The New York Ledger
  110. What meerkats could teach a troubled Uber - Daily Dunia News | Urdu News | Urdu Khabrain
  111. What meerkats could teach a troubled Uber - swiftheadline
  112. What meerkats could teach a troubled Uber - Gur Times

Leave a reply to attaboorn Cancel reply