Tuesday, February 28, 2012

"Is this a billion dollar business?:" The tension between market sizing and innovation

Your time has arrived - pitching a new idea to BigCo executive team. Your day job on one of the BigCo's other products is fine, but this project, man, it's your dream. The demo is ready after an all-weekend programming jam. You've carefully prepared a resourcing ask and roadmap. You even came up with a snazzy product name and logo!

You lead people through the presentation while simultaneously reading the reaction of the room. Here's why it fits in well with current business strategy. Here's proof of adoption via a small internal dogfood. Did the VP Engineering just nod her head? Awesome! Wait, did the VP Marketing just put his index finger to his lips and write something on a Post-it? What does that mean? Overall though, you're feeling pretty good as you wrap up the demo and prepare to take questions.

The CEO leans back in her chair, looks straight at you and delivers a grim verdict, "I don't know, I just don't see this as a billion dollar business. And you know at our scale we need billion dollar businesses in order to grow."

Discussions of innovation challenges at large companies usually focus on people, politics and culture. Trouble retaining talent. Too many middle managers. A culture which starts to reward steady hands as opposed to risk taking. 

Indeed those attributes might be found at some large companies and are corrosive to innovation, but there's another drag on innovation which is equally insidious: the law of large numbers which causes managers to try and size market opportunities prematurely. This tendency comes from a reasonable place, namely an opportunity cost issue: if you are going to dedicate resources to a new project area you'll want to know that it's likely to "move the needle" in terms of overall company success, otherwise you can always get a higher nearterm ROI from putting those same resources on an existing business.

But market sizing forces you to understand the world as it exists today as opposed to how it might look tomorrow. And forecasts into the future are exercises in assumptions contingent upon any number of compounding hypotheses. I'm not suggesting market sizing is a useless gambit, just that it's actually more important to be directionally correct than truly accurate. Come away from the work understanding what you believe to be true about the future and just get within an order of magnitude.

My proposed cure to premature asking "is this a billion dollar business" is improved incubation and project lifecycle management within large companies. Don't prematurely try to size a market - start building a product and see if it works. Then you figure out what market you're actually in.

1) Overall Resource Allocation framework
Just as Google traditionally allocated a percentage of their resources to core, extension and "totally new" areas, larger companies focused on innovation need to protect a percentage of resources to push into new business lines. This is different than R&D (or at least I think of it differently. I guess there could be way to have both 'core R&D' and 'new venture R&D'). It's about realizing that while the next dollar, heck the next billion dollars, may come from businesses you're already in, that the incremental billion dollars will not. And the current business unit leads who are being judged on today's opportunities will almost always put new resources on growing current business - it's the bird in the hand. Accordingly, it's really a CEO/upper management job to manage this overall distribution.

2) Progress Review framework
Ok, so once senior leadership blesses the overall allocation, you need a way to solve for which ideas get resources. There are a number of approaches - top down, bottom up. Acquihires vs internal developments - but as this isn't a Harvard Business Review article, let's hold off too detailed a discussion. Google's "20% time" approach is one well-documented example, but has never been the only way the company makes expansive bets.

It's helpful here to understand that projects have distinct stages and that your company should come up with a taxonomy which works for your own culture and business. It can be as simple as a single classification which says "these are new projects until they're not" (ie they become formally funded). Or you can segment more granular into something like "early stage," "product dogfood," etc. Main goal is to allow CEO/senior leaders to have an air traffic controller map of incubating projects and understand their stage of development.

One note though - really important here to avoid too much management supervision - provide quick help or escalation paths but not executive hovering. There will be many people who want to be "helpful" but the whole idea here is to let small teams working quickly to prove out new ideas. Don't overcrowd them. Set up milestone check-ins and then largely leave them alone. Use a champion or sponsor model but too many VPs turn into design sessions, business reviews, powerpoint decks, etc. The mantra here should be "demo or die" not "discuss to death."

*Bonus* Reality Check: Don't pretend these early stage internal projects are "start-ups"
Calling internally funded projects "startups" is the equivalent of pretending dry humping is sex (yes, I just went there). Don't try to replicate market forces by creating strange valuation mechanisms. Don't ban them from the company cafeteria in hopes of inspiring a "ramen profitable" mindset. Not only is it unnecessary complexity within the company, it also won't hold water externally. Very tough to get the press and potential partners to see these projects as separate entities - and for good reason, they're not. Similarly, BigCo cannot take the brand or legal risks of an entity they fully own. Increasingly in cases where the new venture needs to be separated in order to execute, I think we'll see examples of parent BigCo investing in the entity as a financial equity owner rather than keeping in-house. [I obviously think the relationship between Google & Google Ventures is a strong example of how to do this - with examples like Craig Walker's funding by GV]

Concluding, large companies often get themselves into trouble by trying to assess the market potential of new projects prematurely. Instead ensure a percentage of company resources are working on projects that may have great potential, and be rigorous about funding or killing decisions, rather than over-analyzing before anything has been built.

Monday, February 27, 2012

Patents: When is it okay to aggressively enforce?

This post is instigated by, but not in support of, the recent news that Yahoo is approaching Facebook about licensing patents they believe the social network has been infringing. The other disclaimer is that I personally believe the patent system, especially software patents, is in need of major overhaul and have been on the defendant's side of "patent troll" suits (which waste time and money even in victory). Listen to "When Patents Attack" from NPR if you want more info.

That said, two questions given the reality of today's legal system and tech innovation:

a) I still hear venture investors asking startups about IP - not just to make sure their potential investments are in the clear, but also to see what new technology the company has patented for purposes of protection and value creation. If we as technologists are dismayed by patent warfare, are we not complicit in these actions by continuing to play the game of "oh, these are for defensive purposes only."

b) Given a very competitive and fast-changing innovation environment, is there ever a time when it's right to use patents in an aggressive fashion against competitors (either as a licensing revenue stream or to block their entry into markets). I assume lots and lots of licensing dollars change hands every year in a perfectly hospitable fashion.

Friday, February 24, 2012

9th Level Blackbelt Email Intro Ninja Moves

Ah yes grasshopper, there are many posts about the art of email introductions but if you want to go deeper you must come with me as we answer the question, "when do i not need to pre-verify an introduction?"

1. The Good Friend Waiver - if someone is a good friend of mine I give them benefit of the doubt when making an introduction because they (a) have deep knowledge of what i care about and (b) respect my time and interests. Even friends sometimes need a little correcting nudge re: topic or velocity, but by and large they don't need to waste time pre-clearing.

2. The Urgency Waiver - If things are moving quickly enough that a delay in reaching me via email, phone, etc would change the nature of the opportunity or introduction, I don't mind getting a blind intro. Best practice is still to send an accompanying message just to me with the context of "hey, I didn't check with you because XYZ. Hope that's ok."

3. The Repeat Business Waiver - If there's a particular type of introduction we'll be doing frequently, I'll often clear the general notion and then leave it up to the introducer to use their own judgment. For example, friends who work as agency creative directors often want to introduce me to brand managers who are thinking about YouTube & social media in interesting ways. I love these introductions and they know they don't have to clear them one by one because we've discussed this type of intro in general.

Monday, February 20, 2012

Twinkle Twinkle Little Star: Why App Markets Should Ditch the 5 Star Rating System

It's 2012 and we're still letting a five star rating system drive a multibillion dollar Android & iOS ecosystem despite all the problems with this sort of filter? People tend to rate only at the extremes (one or five stars). Lots of known and rumored spam issues with developers getting their apps uprated and voting down competitors. And does three stars mean everyone thought it was mediocre or is it the average of polarizing one and five star ratings?

While 3rd party curation and discovery app services such as Chomp are trying to solve the problem, there's a great opportunity to make the native markets into better experiences.

What are some of the under-exploited recommendation/discovery/ranking paths today?
  • Co-Installation: What apps are also used by people who have the same apps installed as I do
  • Social graph: Which apps are my friends using - this is easy enough to do anonymized and in aggregate 
  • Consumer segmentation cohorts:
    • Apps used by people of same demographic, geographic
  • Actual Usage is a better signal than ratings
    • % of installs where still actively used 30, 180, 365 days after install
    • Intensity of usage/engagement
    • Is it on people's home screen?
All of these could be used for improving search rankings within app markets, creating truly interesting app browse pages and generally helping connect consumers with new developers.

And of course this type of information isn't just valuable to consumers, it's also gold for developers. I hope to see an explosion in analytics for app developers driven by more information provided by OS owners.

Thursday, February 16, 2012

"Do we all agree" is a terrible question

"Do we all agree" is a terrible question, sometimes even dangerous. We often confuse "collaboration" with "consensus." The former is about engaging a group of people to work together and discuss ideas. It aims to make the whole greater than the sum of its parts. The best leaders are certainly collaborative.

But the best leaders are not concerned with consensus. They know that ultimately there's a decider. Everyone has a chance to express opinion but if you look for consensus you get watered down bs. You start to run your company like Congress - "ok Jim, what does this bill need to have to get your vote."

Great leaders also know that the decider should often be someone empowered on the team. They don't end meetings asking if everyone agrees, they make sure everyone understands the decision and the plan. "Does everyone know what they need to do next" is a good question. "Does everyone have what they need to execute successfully" is a great question. "Do we all agree" is a terrible one.

Thursday, February 09, 2012

Announcing Astrid Francesca Walk

Out of stealth:  & I have a new startup. Seed funded nine months ago. Launched Tuesday 

Saturday, February 04, 2012

Power of Data: Tibco & Reliance Telecom

From an Esquire article on Tibco CEO Vivek Ranadive:

Here is what Tibco did for Reliance, one of the largest telecommunications companies in India: Reliance was adding something like three million wireless customers a month, but it was also losing about a million and a half, Ranadivé says. It hired Tibco to fix things. Tibco found that if a customer experienced six dropped calls in a twenty-four-hour period, he almost always switched providers. Reliance started monitoring every dropped call, and any time a customer got to five dropped calls in a day, he would receive a text message offering him free SMS messages if he topped up his prepaid card — if he resubscribed, essentially.

"Problem solved," Ranadivé says. "I don't need to be a psychologist and know why they're switching after six calls and not ten or two calls. Math is trumping science."

Wednesday, February 01, 2012

To Angel or LP: Investing Guide for New Tech Millionaires

Facebook's S-1 caps an amazing last few quarters of tech wealth creation with LinkedIn, Zynga, Groupon and Pandora going public and small/medium acquisitions continuing to occur at a healthy pace. Many of these new millionaire employees will likely become angel investor hobbyists, using their wealth to kickstart the next generation of startups.

It's a reasonable hypothesis - I certainly saw this happen at Google and personally have made small investments in a handful of ventures, mostly ones founded by friends. But my advice to the fortunate would be to consider becoming LPs in the top early stage venture funds, which can often outperform from both a financial and market intelligence standpoint. [I'm a very small LP in two early stage funds which allowed me to invest below their usual minimums since I'm not quite a Zuck :) ]

While angel investing is currently glam with a low bar to entry, you need to be prepared for the following realities:
  • Large portfolio is required to spread out risk (mitigated only by your own investment picking skill and access to dealflow)
  • You'll get heavily diluted if the company isn't only up and to the right. As a small early investor you will be most impacted by flat rounds or other steps a company takes as it grows.
  • You likely won't follow on in future rounds meaning that you can't double down on winners
Investing as an LP in early stage funds give you more protection and allow you to treat this as an asset class instead of "fun money."

Being in the right funds also gives you incredible market intelligence via your investor reports. I'm able to see the real numbers behind acquisitions, writedowns, valuations on new rounds (as multiple previous rounds, not necessarily total company valuation). It's really a birds-eye view of the sector and valuable in its own right. Plus you get access to the portfolio for purposes of your own relationships and conversations - whether you want to offer help or any other business need. 

So all you new millionaires, start cozying up to not just founders but the investors you respect the most. See if they'll take your checks too. It's not quite as easy as angellist but it's a great opportunity to invest back into the community.