Impediments to AI matchmaking at events

artificial intelligence matchmaking at events: a screenshot from the movie "Star Wars" of the famous alien bar sceneCompanies are now marketing services for artificial intelligence matchmaking at events. However, unresolved issues could impede the adoption of this technology, especially by attendees.

Consider this marketing pitch for an artificial intelligence event matchmaking service:

“Using the [AI] platform…it’s easier for attendees to make sure they have the right meetings set up, and for exhibitors to have a higher return on investment in terms of connections with high-quality buyers.”
—Tim Groot, CEO Grip, as quoted in What AI Means To Meetings: How Artificial Intelligence will boost ROI, Michael Shapiro, July 2017 Meetings & Conventions Magazine

A win-win for exhibitors and attendees?

Tim describes using artificial intelligence matchmaking at events as a win for both exhibitors and attendees.

I’m skeptical.

Let’s assume, for the moment, that the technology actually works. If so, I think suppliers will reap most of the touted benefits, quite possibly at the expense of attendees. Here’s why.

Successful matchmaking needs digital data about attendees. An AI platform cannot work without this information. Where will the data come from? Tim explains that his service builds a profile for each attendee. Sources include “LinkedIn, Google, and Facebook”, while also “scouring the web for additional information”.

Using social media platform information, even if attendee approval is requested first, creates a slippery slope, as privacy issues in meeting apps remain largely undiscussed and little considered by attendees during the rush of registration. The end result is that the AI matchmaking platform gains a rich reservoir of data about attendees that, without strong verifiable safeguards, may be sold to third parties or even given to suppliers.

In addition, let’s assume that exhibitors get great information about whom to target. The result: “high-value” attendees will be bombarded with even more meeting requests, while attendees who don’t fit the platform’s predictions will be neglected.

In my opinion, the best and most likely to succeed third-party services for meetings are those that provide win-win outcomes for everyone concerned. Unfortunately, it’s common (and often self-serving) to overlook a core question about meeting objectives —whom is your event for? — and end up with a “solution” that benefits one set of stakeholders over another.

How well will artificial intelligence matchmaking at events work for attendees?

Artificial intelligence is hot these days, so it’s inevitable that event companies talk about incorporating it into their products, if only because it’s a surefire way to get attention from the meetings industry.

I know something about AI because in the ’80s I was a professor of computer science, and the theory of artificial neural networks — the heart of modern machine learning — was thirty years old. AI had to wait, however, for the introduction of vastly more potent technology to allow practical implementation on today’s computers.

While the combination of powerful computing and well-established AI research is demonstrating incredible progress in areas such as real-time natural language processing and translation, I don’t see why sucking social media and registration data into a database and using AI to look for correlations is going to provide attendee matchmaking that is superior to what can be achieved using participant-driven and participation-rich meeting process combined with attendees’ real-time event experience. (Once again, exhibitors may see a benefit from customized target attendee lists, but I’m looking for a win-win here.)

From the attendee’s point of view

When attendees enter a meeting room, there’s a wealth of information available to help make relevant connections. Friends introduce me to people I haven’t yet met. Eavesdropping on conversations opens up more possibilities. Body language and social groupings also provide important potential matchmaking information. An AI matchmaking database includes none of these resources. All of them have led me (and just about everyone who’s ever attended meetings) to professional connections that matter.

Coda

I’ll conclude with a story. The June 2017 PCMA Convene article Can Artificial Intelligence Make You a Better Networker? describes a techsytalk session by Howard Givner where he “gave particular emphasis to the importance of facilitated matchmaking at events.” I like to think that Howard discovered this when he attended the participant-driven and participation-rich EventCamp East Coast I designed and facilitated in 2010, about which he wrote:

“…it was one of the most innovative and eye-opening professional experiences I’ve had. Aside from coming back with lots of new tips and ideas, I easily established triple the number of new contacts, and formed stronger relationships with them, than at any other conference I’ve been to.”

We didn’t use an AI matchmaking service.

Why 2017 was a tipping point for Twitter

Twitter analytics

After years of predictable behavior, Twitter analytics reveal that something strange is going on with how Twitter is used.

Something is happening to Twitter, but you don’t know what it is. Do you, Mr. Jones?

I started tweeting 16 years ago. Though I didn’t know it at the time, Twitter would turn out to be the most important way for people to discover my work and for me to connect with thousands of kindred souls all over the world who share my specialized interests. Over time, Conferences That Work grew into a website with ten million page views per year.

But as 2016 drew to a close I noticed that something was changing in the Twitter world. Here’s a graph of my follower count over time:

Twitter analytics

What I’ve noticed about my Twitter analytics over the last nine months
Since I began posting in June 2009, the graph shows that I consistently added between two to three followers per day — until around September 2017. At that point, highlighted by the red circle, there was an unusual increase to ~six followers/day for the remainder of 2016, followed by a sudden flattening that has persisted through the first half of 2017 to less than one follower/day.

In 2017 I’ve also noticed a dramatic reduction in the number of retweets I’ve been receiving. Though I haven’t had time to develop quantitative statistics, it looks to me as though in 2017 retweets have been replaced to a large extent with likes, (though the frequency of mentions seems more or less unchanged).

Why are these changes happening?

I’ll begin with a caution that everything that follows is ultimately speculative. I can’t say definitively what is going on, and can think of multiple plausible reasons for these significant changes. For example:

  1. My experience may not be representative of other Twitter users. A sudden surge of engagement with my posts during Q4 2016, was followed by a rapid loss of interest.
  2. The US election results caused more people to visit Twitter for a few months, but attention eventually shifted to the continuous torrent of breaking news at the expense of general engagement.
  3. Twitter user growth has been flattening for some time as per the graph below; my 2016 EOY bump is reflected in the graph’s Q1 2017 bump, but future official statistics will show little continued active growth.

    Taken from statista.com on July 14, 2017; click on graphic to see current stats
  4. In retrospect, 2016-2107 will be seen as a period when late adopters continued to join Twitter, but a critical mass of active users concluded that engagement on the platform was not for them and moved to other social media platforms (I’m thinking Instagram for one). Although Twitter seems to be doing well in percentage market share of social networking site visits, as per the statistics below, it’s becoming more a site that users visit for breaking news — engagement is moving to other platforms.

    Taken from dreamgrow.com on July 14, 2017; click on graphic to see current stats

What do I think is actually going on?

I’d put my money mainly on #4 above. Perhaps this Twitter analytics trend has been accelerated by #2’s associated flood of U.S. breaking news (61% of my followers are in the United States). It will be interesting to see if the trend continues, which may help to shine more light on what, to me, are changes that are interesting and important for anyone who uses Twitter for connection, content marketing, and engagement.

What do you think is going on? Add your ideas in the comments below!

P.S. My friend Heidi Thorne has just posted her thoughts on the changing Twitter landscape. Well worth a read from a different perspective!

Friends don’t let friends give away their content

control of your content: A graphic combining an article with the headline "Medium lays off 50 employees, shuts down New York and D.C. offices"; with a cel from the Doonesbury comic strip of July 24th, 2016 featuring Zonker and Zipper staring at a computer screenFriends don’t let friends give away their original content to third-party platforms
I’ve been saying this for years, but do people listen? No, they don’t. Don’t give away control of your content.

Let me be clear. By all means share your content for free on any of the gazillion social media platforms available. And if you can get paid appropriately for creating content for others, good for you. Otherwise, make sure that your content remains under your control. Don’t give away control of your content.

Why? Well, here are a few reminders:

  • Geocities was once the third most visited site on the internet. 38 million user-built pages! Nothing but a distant memory now, unless you live in Japan.
  • Remember when your friends saw everything you posted on Facebook? Not anymore, unless you pay up.
  • Ah, those glorious days when you posted something in a LinkedIn group and a significant number of people would read it! Long gone.

Now the blog host site Medium has announced a layoff of a third of its staff. There are millions of posts on the site. Will Evan Williams pull the plug? Will social journalism survive? Who knows?

Get the picture? Posting your original content exclusively on someone else’s platform puts you at their mercy. Don’t do it!

Instead, invest in your own website

There are plenty of great platforms available, and lots of fine web hosting services to run them on. For example, this site uses WordPress on a Dreamhost VPS (Virtual Private Server).

Though this route involves more work and/or money than posting on a third-party platform, you:

  • Control your own content. You can add, edit, delete, and control comments on it at any time.
  • Determine how your content is presented. Want to insert an offer for your services or products in the middle of a blog post? No problem.
  • Retain full rights to your content. (One example: the rights to anything you post to Huffington Post belongs to them. And they don’t even pay you for the privilege of writing for them!)
  • Build your own brand, authority, and SEO, not that of a third-party site.
  • Maintain access to your content. If your web hosting service goes bankrupt or is unsatisfactory, you can transfer your content to a new host. As long as the internet is up and you pay for your hosting service, your content will be available.

16 years ago, I started the Conferences That Work website you’re reading. As expected, hardly anyone visited initially. As I steadily added content (at least once per week), viewership grew. Today, this site is the world’s most popular website on meeting design and related issues.

As a result, my website is now the largest source of client inquiries for my consulting and facilitating services — something I would never have predicted when it went live in 2009. The ever-growing body of articles on this blog and the inbound links to them continue to build my brand, authority, and SEO.

This has been a PSA from Adrian Segar.

Stop drive-by following—you’re trashing your brand on social media!

trashing brand social media: a battered roadsign with a billboard that says "GET FOLLOWERS HERE CHEAP! FACE BOOK TWITTER INSTAGRAM ALL SM!"

Are you attempting to build social media followers by drive-by following—i.e. following a batch of new accounts every day, waiting a day or two, and then unfollowing the accounts that don’t follow you back? STOP THAT! You are trashing your brand on social media.

Many people with social media bios designed to project a professional image destroy their credibility by using this “strategy”.

I suspect these are people who would never stoop to buying followers or likes. And yet ~30% of my daily new Twitter followers are drive-by followers.

Why drive-by following doesn’t work

Drive-by following backfires because it ensures that I’m extremely unlikely to want to have any kind of social media connection with you.

Here’s how it works on Twitter, my most important social media platform. I do my best to read the profile of every new follower. Rarely will I follow back right away unless you’re someone I know. Birdbrain, the excellent app I use to track Twitter followers, also shows anyone who’s unfollowed me. That’s where I get to notice that you’ve drive-by unfollowed me, typically within 48 hours of your initial follow. [2023 update: Twitter’s API changes no longer allows services like Birdbrain to do this.] That’s when I make a mental note that you’re not a serious user of social media, just someone chasing a high follower count.

Instead, follow for a bit and post interesting stuff (I admit that mentions and RTs of me are nice too!) I may well follow you back.

What’s worse than drive-by following? Repeated drive-by following! I routinely see accounts commit multiple drive-bys, usually a week or so apart. My conclusion:  either you are using a second-rate automated drive-by service, or you have a memory even worse than mine (which is saying something). Either way, your attempt to get me to follow you back is even less likely to succeed.

So, stop trashing your brand on social media! If you want to use social media as an effective marketing platform, don’t broadcast stuff about yourself all the time. Don’t implement elaborate plans solely designed to maximize your followers. Instead, post interesting stuff (both yours and others) and interact with people. Keep doing this. Over time, if you’re doing a good job, your followers will grow and be genuinely interested in your social media presence, and your brand recognition and value will increase.

Privacy issues in meeting apps

Privacy issues in meeting apps: photograph of a crowd of people indoors with a photographer pointing his camera directly towards the viewer. Photo attribution: Flickr user michellzappa

There are privacy issues in meeting apps. I’ve written before about the lack of information about who has access to attendee information, and I’m concerned about the ramifications of the growing trend for meeting apps to offer login via one of the established social media networks, typically Twitter, Facebook, and LinkedIn.

Perhaps you should be too. Social check-in is touted as a plus for event attendees, allowing them to:

  • discover friends, contacts, followers, and followees who are also attending the meeting;
  • provide in-app social network functionality; e.g. the ability to tweet from inside the app; and
  • be notified (in some apps) when social network contacts are in the vicinity.

These features are, indeed, potential pluses for an attendee. But there are downsides too, which are rarely mentioned.

Potential for abuse

When you authorize an app to access your personal social network information, you are allowing the company that created the app access to that information. At a minimum, this includes read access to your social media contacts in that app, which may (e.g. Twitter) or may not (e.g. FaceBook, LinkedIn) be public. If the app also requests write access, it can, in principle, do things like sending tweets from your account.

There’s potential for abuse here. An app developer can copy all the information that you expose to them and keep it forever, even if you de-authorize the app from access to the network later. Some questions that come to mind:

  • What will you do with the information I make available to your app?
  • Who will have access to it? For example, unless you pay LinkedIn big bucks you do not have access to every member’s information. But an app can (and in one case I’ve seen, does) expose every attendee’s LinkedIn profile to all other attendees.
  • For how long will you make that access available?
  • Will the app developer eventually destroy the information retrieved during the event?
  • What are the consequences if someone breaches the app’s security? Can the attacker take over the compromised social media accounts?

Clear answers to these questions are rarely given before you’ve (perhaps reluctantly) given the app permission to access your social media account(s).

Give participants a choice

In addition, some apps don’t give you a choice; you can only use them if you provide the app login via one of your social media networks. And if you want to share other social media IDs with attendees, e.g. your Twitter ID, you can’t just add the ID into a data field for your information but have to give the app access to your entire Twitter account.

I understand there are more stringent data protection standards in Europe, but the state of affairs I’ve described above is common in many of the U.S. apps I’ve seen.

There shouldn’t be privacy issues in meeting apps. I think it behooves app developers to provide clearer answers to these questions and allow us to opt-out of providing forced access to our social media accounts when we use a meeting app.

What do you think?

Photo attribution: Flickr user michellzappa

Best picture of me in a suit ever

MeetingsNet's picture of Adrian Segar—also the best photograph of Adrian in a suit ever—illustrating their 2014 award to him as one of their eleven most influential online personalities in meetings and travel

I’m honored to be included in MeetingsNet’s eleven most influential online personalities in meetings and travel. And as a bonus, they took the best picture of me in a suit ever (thank you Jason Grow!)

For the full story, and a fascinating look at the other folks who were chosen (including Virgin’s Richard Branson), click here.

Cheer up-it’s normal to be less popular than your friends on social media!

popular on social media: black and white photograph of a sad person with long hair with their hand in front of their face
Do you have fewer Twitter followers than the folks who follow you?

If so, cheer up, it’s normal, thanks to the magic of simple statistics! You are more likely to be a friend of a popular person simply because he or she has a larger number of friends. So, on average, your followers are likely to have more followers than you do.

Feel better?

For a more detailed explanation, read this Scientific American article by John Allen Paulos.

Photo attribution: Flickr user seraphimc

Social media presentation May 13 2010

Publicity still for SM talkOne man’s descent into a world of blogs, Twitter, and social networking sites in the pursuit of publicity for his book.

Updated May 13, 2010 with slide deck & additional links (see end of post)

On Thursday, May 13, at 7 p.m., in the Brooks Memorial Library’s meeting room, Adrian Segar, local author of Conferences That Work: Creating Events That People Love returns to describe what he’s learned about marketing his book via social media in the six months since it was published. His talk will be of interest to anyone who wants to find out more about using social networking sites and tools to market products and services.

Adrian Segar, who ran the monthly meetings of the Southeastern Vermont Computer Users Group for sixteen years, offered to give this talk after he recently began being bombarded with questions about blogging and using services like Facebook, Twitter, and LinkedIn for publicity, marketing, and fostering connections with existing and potential customers.

Marketing with social media is a huge topic and can’t be covered comprehensively in a single session. Instead, Adrian will describe his surprising journey attempting to discover how best to use social media to publicize his nontraditional approach to conference design. His experience will be a useful guide to what you may encounter if you delve into this strange new environment. After Adrian has told his story there will be plenty of time for questions and discussion.

Adrian Segar has organized and facilitated conferences for 30 years. He is a former elementary particle physicist, information technology consultant, professor of computer science, and co-owner of a solar manufacturing company. He lives with his wife Celia in Marlboro, Vermont, is active in the non-profit world, and loves to sing and dance.

The program is free and open to all.

Presentation resources

Slide deck for my talk
Some reasons I don’t like FaceBook
More reasons I don’t like FaceBook

Can we measure ROI in social media? – Part 2

ROI in SM part 1: a cartoon of a round medieval tower surrounded by a moat with a drawbridge. Three people are standing on the roof where a flag waves. The wall of the tower is covered with a white grid that holds numbers, like a spreadsheet.In my post Can we measure the ROI in social media? – Part 1 I argued that it’s pointless to try and calculate ROI in social media. If convinced you might ask, “In that case, how can I justify the allocation of resources towards social media marketing?”

Perhaps the following will help.

As I previously explained, the problem with applying classic ROI to SM marketing is we can’t quantify the Return monetarily. This is because we can’t tie increases in sales or profits directly to specific social media actions or programs. This inability blocks us from talking about ROI at all.

But wait—surely what we really want to do is to make decisions about allocating resources amongst different marketing channels? Since we need to market our products and services, the real question is how and where do we spend our marketing budget. Here’s David Meerman Scott again, emphasizing this point in his usual forthright fashion.

So why not use a slightly different metric, one that allows us to compare the effectiveness of different marketing channels in ways we can measure? Let’s call it the Relative Return On Investment (RROI). RROI sidesteps the problem of assigning a monetary value to Return. Instead, it concentrates on providing a practical comparison between investments allocated to specific marketing channels and our desirable and measurable marketing outcomes. (For example: increasing traffic to websites, new product suggestions, time spent on sites, active memberships, or brand mentions.) In effect, we’re replacing Return with the changes in concrete metrics that we believe are important to our marketing objectives. The units of RROI are then [change in metric] per unit of currency invested, e.g. an increase in daily page views per dollar, or a decrease in weekly customer support calls per euro.

Using RROI we can do experiments and make decisions about where we want to allocate marketing resources. Our experiments won’t be as precise as those possible in the past when only targeted audiences saw broadcast marketing. But by using tagged indicators of traffic origins and existing analytics we can probably get a good sense of the relative effectiveness of alternative marketing strategies. That’s useful.

Be aware that using RROI in this way won’t tell you how much you should invest in marketing. That can be answered by ROI analysis performed across potential profit opportunities available to a business. But if measuring ROI in social media is a fantasy, perhaps using RROI in its place is an honest reflection of what’s practically possible.

Is RROI a useful, relevant way to think about investments in social media? Or am I just blowing smoke? As always, your comments are welcome!

Can we measure ROI in social media? – Part 1

ROI in SM part 1: a cartoon of a round medieval tower surrounded by a moat with a drawbridge. Three people are standing on the roof where a flag waves. The wall of the tower is covered with a white grid that holds numbers, like a spreadsheet.

Can we measure ROI in social media?

When Samuel J Smith moved back to the U.S. from Switzerland he needed to buy some insurance and asked for a recommendation on Twitter. Having had car insurance with Progressive Insurance for a number of years, and liking the ease of accessing my policy and payments online as well as the competent Vermont representatives I worked with when dealing with several claims, I tweeted Sam this information.

Five minutes later, the following tweet from @Progressive appeared:

@ASegar Saw your tweet – we appreciate you spreading the word ; ) Glad you’ve had such a positive experience.

What can we say about the Return On Investment (ROI) for this little social media interaction?

Exploring ROI for social media

A quick Google search finds this article which explains how Progressive has monitored mentions on Twitter and other social media channels since 2008 and has a dedicated team in its call center that responds to reported customer service issues. Obviously, this initiative costs Progressive money, and the company surely knows how much. So Progressive knows the Investment part of ROI in cold, hard cash.

But what about the Return? Receiving the tweet tickled me! It increased my positive feelings about the company and the likelihood that I would recommend it to more friends and acquaintances. In addition, anyone looking at Progressive’s Twitter stream (which has ~80,000 followers) might see that I made a positive comment. But wait, there’s more! Now I’ve written a favorable blog post that will be read by more people (including you!), possibly influencing more purchases from the company in the future.

Clearly a small but classic social media success story for Progressive.

But can Progressive quantify the value of their tweet in dollars?

I don’t think so.

Why ROI for social media is suspect

ROI was originally a financial term. However, it’s become common to see it used in areas where there is no simple way to connect what happens with a financial value. We have no idea how much more likely I am to recommend Progressive because of their unexpected tweet. We don’t know how many other people will ever see or be influenced by the tweet, or how many people will be influenced by reading this blog post.

And yet, there are plenty of people writing about measuring ROI in social media.

For example, in February 2010, Brian Solis posted ROI: How to Measure Return on Investment in Social Media. This sounds like a how-to article, but Brian’s article just contains a lot of statistics that businesses have reported about their experiences, beliefs, and predictions about their use of social media, plus one (in my view, see below) weak example from Dell about its claims of increased sales through connecting with customers on Twitter. There’s no how-to, though Brian states that “2010 is the year that social media graduates from experimentation to strategic implementation with direct ties to specific measurable performance indicators.”

This doesn’t convince me. And I’ve got David Meerman Scott on my side. He once said “When someone asks me the ROI of social media, I respond with, ‘What’s the ROI of putting on your pants?'”

What is the Return?

The problem, as exemplified by the Progressive story above, is that the monetary Return on social media marketing cannot be tied directly to the efforts that are made. Now this is not true for many older forms of marketing. For example, it’s possible to test the effectiveness of mail campaigns by sending different coded promotions to randomly chosen subsets of a mailing list and analyzing the response rate. But because social media is, well, social we can’t do this kind of segmented marketing experiment!

To buy a computer from Dell, I decide what I want, go online, and look for a good deal. And that includes checking Dell’s Twitter stream. I do not follow Dell which convinces me to buy; I buy from them when I’m ready. Dell counting a sale to me through a Twitter promo as a Return on their investment in Twitter is not a justification for their investment in social media, because I would have bought from them anyway after finding a satisfactory deal on their website or over the phone. So for Dell to say, as quoted in Brian’s article, that “Dell’s global reach on Twitter has resulted in more than $6.5 million in revenue” is disingenuous at best. There’s no way the company can claim that a sale would not have occurred if it hadn’t been featured on Twitter.

Conclusions

So should we throw out the idea of calculating ROI in social media? No, not entirely. I think there’s a better way to think about what we are trying to do when attempting to decide where and how we expend time, effort, and resources on social media marketing. I’ll explain further in my next post.

Do you think you can measure the ROI in social media? I’d love to hear what you think!