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How does an analytic company like Google make its most important decisions?

 If we are to believe the Google myth, we learn, first and foremost, that they test everything:

We test everything at Google. While any company would prefer real-life data to hunches and guesses, Google is more focused than most (or any) on getting conclusive proof that a new feature or function improves the user experience. We release many of our products in beta on Google Labs to get this kind of feedback early in the process so that we can influence the design and iterate quickly.

The ability to test lots of products and features on hundreds of millions of users is enormously valuable. This test-bed of users (otherwise known as google.com) provides Google with an incredible advantage over enterprise-only search vendors. Bad ideas can be discarded quickly and great ideas can be implemented rapidly, because we have confidence and data to show that they'll improve the user experience.

Of course, when all decision-making is data-driven, it can lead to "madness."

 Here's how Douglas Bowman explains why he quit Google:

When a company is filled with engineers, it turns to engineering to solve problems. Reduce each decision to a simple logic problem. Remove all subjectivity and just look at the data. Data in your favor? Ok, launch it. Data shows negative effects? Back to the drawing board. And that data eventually becomes a crutch for every decision, paralyzing the company and preventing it from making any daring design decisions.

In the end, said Bowman, he "won't miss a design philosophy that lives or dies strictly by the sword of data."

The testing culture doesn't end there.  On the Google Testing blog, James Whittaker describes the testing frameworks he's observed among the job applicants he's looking to hire:

  • Input Domain Framework
  • Divide and Conquer Framework
  • Fishbowl Framework
  • Storybook Framework
  • Pessimists Framework

Which one of these frameworks will be best for Google, asks Whittaker.

 Which leads us to the topic of this blog post: Just how do the executives at Google make decisions?

Do they base their decisions on the data?  Let's look at one well publicized executive decision and the executive decision-maker: Eric Schmidt and his decision to buy YouTube.

On October 9, 2006, in a deal valued at $1.65 billion, Google outbid a number of other competitors to snag YouTube, the online video site which was growing at a rate far outpacing Google's own Video site.

The official Google line was as follows:

The YouTube team has built an exciting and powerful media platform that complements Google's mission to organize the world's information and make it universally accessible and useful," said Eric Schmidt, Chief Executive Officer of Google.  "Our companies share similar values; we both always put our users first and are committed to innovating to improve their experience. Together, we are natural partners to offer a compelling media entertainment service to users, content owners and advertisers."

 So how did Eric Schmidt value Google?  Was he analytical, precise, objective?

By his own admission, Schmidt says, in a deposition by lawyers in the Viacom copyright lawsuit, that there was very little revenue coming into YouTube to justify the price his company paid.

Schmidt says that he told his company's board of that YouTube was worth $600 million to $700 million.

Via CNET, we get Schmidt's own words:

Viacom attorney Stuart Jay Baskin: And what was management's valuation?

Eric Schmidt: Much lower than we paid for it.

Baskin: And how was that communicated to the board?

Schmidt: I told them.

Baskin: So why don't you tell us what you remember telling the board in connection with the valuation?

Schmidt: I believe YouTube was worth somewhere around $600 million to $700 million.

...
Baskin: What methodology did you use to come up with that number?

John P. Mancini, an attorney working for Google, objects.

Schmidt: My judgment.

Baskin: Was it based on cash flow analysis? Comparable companies? What were you using as the basis for your judgment?

Mancini objects.

Schmidt: It's just my judgment. I've been doing this a long time.

...
Baskin: I'm not very good at math, but I think that would be $1 billion or so more than you thought the company was, in fact, worth.

Mancini objects.

Schmidt: That is correct.

Later...

Baskin: Can you tell us what reasoning you explained?

Schmidt: Sure, this is a company with very little revenue, growing quickly with user adoption, growing much faster than Google Video, which was the product that Google had. And they had indicated to us that they would be sold, and we believed that there would be a competing offer--because of who Google was--paying much more than they were worth. In the deal dynamics, the price, remember, is not set by my judgment or by financial model or discounted cash flow. It's set by what people are willing to pay. And we ultimately concluded that $1.65 billion included a premium for moving quickly and making sure that we could participate in the user success in YouTube.


What this tells us is that even in the most analytic company in the world, the big decisions are still made on intuition.

Here's why. Analytics can only tell us about the past. We have no data on the future.  So Eric Schmidt was making an intuitive decision about Google's own future through examining the intangibles.

For example:

1. YouTube's popularity was sky-rocketing, making it the runaway market leader among video-sharing sites.
2. It was crushing his company's own site, Google Video.
3. YouTube was up for auction and would be sold to a competitor unless Google jumped first.
4. Google overbid to ensure YouTube didn't fall into rival hands.

And that doesn't take into account two other points which made the deal a winner.  From the very beginning, the Google philosophy has been - get attention first, then monetize it.  And that is what this bet was all about.

Schmidt saw the attention trajectory in YouTube's growth, and he knew that if anyone could monetize that attention it would be Google.  To leave YouTube for Murdoch, Microsoft, or Yahoo was not an option.

In hindsight, it may have been a brilliant move.  Although the monetization has proved difficult, Google is breaking even today, which is far better than what has happened at MySpace, for example.



Hats off to Grist's David Roberts for putting together a thought-provoking line of thinking in Why Bill Gates is wrong. And no, he's not talking about Bing.

At the core, Roberts challenges the hubris of viewing all society's problems through the lens of innovation.  That is, he says that Gates is fundamentally off mark when he sees the solution to our environmental crisis as primarily technical.  Innovate our way out of this mess, says Gates.  Not so fast, says Roberts.

Innovation ≠ technology, is what Roberts states, and he's right. Here's how he describes the sustainable city of the future:

Everything is linked up in a smart, integrated communications, power, and transportation network. The city "knows" which roads are congested and which parking spots are free. It can communicate to individuals what combination of walking, transit, and individual vehicles will get them where they're going fastest. Vehicles are small, electric, modular, and--via sensors, GPS, and broadband wireless--intelligent, so they can pilot and park themselves. They can be charged by parking-integrated stations or even electromagnetic coils embedded in curbs, and since they're interchangeable and easily customizable, they can be public goods (like today's car-sharing services), easily swapped out and thus continuously in use. The city uses the vehicles' batteries as distributed energy storage, along with other storage options including pumped hydro integrated into the sewer system. Rooftops, parking lots, and other marginal lands are covered with solar panels; small-scale wind turbines are perched on bridges and towers; cogeneration systems are attached to every industrial facility. Through smart design and sensing, every building and neighborhood maximizes efficiency. The city senses power demand, knows where power is being produced and stored, and continuously balances supply and demand.

So what's holding this vision up? By a wide margin, says Roberts, the biggest barriers to creating such bright green cities are social.

I agree. It's not technology - all of the technology needed already exists - but political will that is holding us back; remember Copenhagen?

Roberts describes the social innovations that need to take place:

Building a city that behaves like an integrated organism means developing a holistic, long-term plan that will coordinate multiple agencies and levels of government. Big, long-term thinking is not exactly an American strong suit these days. Also--and this is a underappreciated problem--cities are cripplingly dependent on the financial largesse of state and federal authorities. They have very little autonomy to borrow money and invest in their own futures.

There are all kinds of collective action and first-mover problems: Who puts the charging stations in if there aren't electric cars on the road yet, and vice versa? Who pays for a smart grid before distributed generation is in place, and vice versa? How can public infrastructure and private market development be coordinated?

Many of the investments involve high upfront costs that are paid back slowly over time. New financing models will be needed both for private individuals and companies and for cities themselves.

Changes in the way individuals live, work, communicate, and travel must be introduced in a way that maintains social cohesion and political support for further changes. That requires research in social psychology and other behavioral disciplines (sorely lacking in much policymaking). How these things are introduced matters just as much as what they are.

OK. So, let's ask again, what's the holdup? Why can't we address the challenges - both socio-political and technical?  The answer: the structure of our democracy is damaged.  When lobbyists have taken over every aspect of the debate, and the Supreme Court seconds this type of behavior, it doesn't take a genius to see that "the future" doesn't stand a chance.

The "inconvenient truth" has once again been buried.  And to say that technology and innovation will take care of it is a huge mistake, one that might even cost us a lot in our near future.

As much as I respect Bill Gates's exceptional achievements there is always something fundamental missing for me to feel fully engaged when i hear his highly analytical presentations at TED. Always very seductive intellectually, extremely well analyzed and thought out, very well documented, supported by a wealth of data and facts, with solutions to complex issues made simple to understand ... but has human complex evolution ever been sorted out by analysis alone?

A while back, I published a short article on the strategic role of Human Resources in the new economy.  The article: Le rôle stratégique des DRH dans les 10 ans à venir is in French, but since I get so many requests to talk about this issue, I've translated it here for you.  The main point I'm making is that in today's disruptive economic climate, HR can and must become a critical differentiator.

The strategic role of Human Resources in the coming years
 
To generate creative added value is one of the surest ways for companies to win in the global competition today. Innovation is the new imperative. And in some industries business model reinvention is mandatory. A new approach to human capital is necessary to succeed in the new economy.

Because of the complexity of the new economy human capital becomes increasingly important for a company to succeed.

Let's explain why.

-    The global economy is becoming more and more global, competition is steeper, speed to market is accelerating and barriers to entry into an industry are much lower
-    More consumers are now becoming better informed and more discriminating  "prosumers" with stronger values and higher expectations for return on their dollar
-    The impact of technology tears down business models and transforms industries (media, music, financial services, etc.) and leads to powerful knowledge networks which creates active communities (Facebook, LinkedIn, etc.) and boosts innovation  (open models)

For these three reasons, creative added value is the safest path to beat competition.

Innovation is now part of every CEO's mandate and in many industries it's all about business model reinvention.

A new approach to efficiency needs to emerge... fast!

As we well know innovations comes from executives' ability to generate new ideas. But idea generating does not follow a linear path! Studies show that on the average an executive generates 80% of his daily value in 20% of his or her time at work.  So it's really not that effective to impose tight working schedules on your team members.

Yet conventional management and most companies are still operating under the belief that productivity and time spent at your desk follow a linear correlation and not a variable correlation... Here is food for thought for all heads of HR if their companies believe innovation is a key driver of growth.

I recommend Ricardo Semler's book The 7 day week-end - changing the way work works. He's been so successful in his own company in Brazil that he wrote this book to share his no non-sense approach to efficiency and teaches it at Harvard Business School.

Inertia: the greatest stumbling block on the way to innovation

Designing smart innovative business solutions can be challenging but the real deal with innovation is implementation! Why? Because to implement new stuff you need to be able to change... and human nature does not like change... Actually it has a pretty reliable ability to resist change and this ability is called inertia. Any change entails some fear at some level, whether individual or collective, because it threatens our wellbeing and eventually our survival, even if it is ever so subtle.

Our propensity to inertia is linked our capacity for survival, i.e. our instinct. Inertia in an organization is all the more so powerful that it is exponentially cumulative with the number of people involved with a decision. It's easy to see how difficult it is to change mentalities and behaviors in large organizations with thousands of employees...

There are highly effective solutions to deal with inertia but once again they're not about logic. It is rare to get another person to be convinced and motivated to change behavior simply based on a lgical argument. People change because their environment is conducive of change.

People will let themselves be influenced all the more so easily that they feel emotionally motivated and their feelings are taken into account. I always wonder when I hear long impersonal rhetorical speeches at corporate gatherings where too many statistics and metrics are exhibited in tidy power point presentations. What's the strategy behind them? Aren't big collective changes often enough triggered by speeches with powerful emotions and great staging?

Recent research at MIT shows that 20% only of our grey matter is dedicated to conscious thinking and 80% to non-conscious thoughts. The best way to mobilize people is through symbols, rituals that impacts our senses and emotions and reaches our unconscious.  Steve Jobs understands it well and long before him popes in Rome. Many companies seem to understand this much better when it comes to consumers than when it is about communicating to their employees. And few only are actually convincing in this arena.
Some food for thought for heads of HR to put on the top of their 2010 new resolutions list to accelerate change and foster innovation.

Profit alone is no longer enough. Actually it's on its way to become the biggest stumbling block to innovation.

Last point, even more important than the above mentioned. To drive innovation and reinvention the most important factor today is to factor in sustainable development into the mission of the company and its strategy.

The sustainability challenge is a mega trend - if not the biggest one in our economy - and it is nowhere close to disappearing. It will affect many generations to come. Its ripple effects are felt on many levels and far beyond and deeper than our conscious mind since they directly affect our wellbeing and potentially threaten our survival as a species.

Therefore they directly and powerfully impact our capacity for imagination, and change. The fastest and most compelling way to facilitate innovation and change in an organization is to move beyond the usual objective of higher profit (which in itself is quite legitimate and necessary of course) to focus on sustainable value creation, which of course entails financial profitability but is not limited to it.

Sustainable value adds on top of profit the notion of the prosperity of all employees, associates, and partners of the company and respect of all ecosystems whether societal, cultural or environmental.

Here is, in my opinion, a third hot topic for any head of HR who values innovation and its impact to drive growth in the organization or reinvent a failing business model.

It is possible!

This holistic approach to corporate mission and strategic management may seem daunting and remote from the day to day concerns of business unit managers in the trenches, busy fighting for their market shares. But the ROI is exponential and reaches far beyond traditional strategic management favored by logic. Based on personal experience both as business leader and advisor to prominent CEOs this approach engages people beyond imagination. Companies like Google, Danone, Toyota or today Renault with its electric car have proved this quite eloquently.

It is time to bring back human capital where it belongs... to the core of corporate strategy, mission and culture. Only intuition can blend the efficacy of logic with the power of instinct.

Intuitive Intelligence
is the optimum ability to innovate and help directors of HR in their  strategic mandate.
A short article in Les Echos:

Les-Echos-13-08-2009.gif

Translated:

Another way to manage and lead
Neurosciences in the service of business

Francis Cholle author of L'Intelligence Intuitive recommends to executives to combine their analytical mind with their intuitive aptitudes to gain further consumer insight and improve business performance.

From our correspondent in the Sillicon Valley, Laetitia Mailhes
 
For beauty and fashion executives time has come to reconsider every aspect of business. "The economy is changing consumers' behaviors, independently from the evolution of incomes, explains NY Fashion Institute of Technology Professor Stephan Kanlian. To open their wallet consumers today want more than brand prestige. They demand more and more added value and a greater match between products they buy and their own values." But the business community is not well prepared to adapt to such a radical change.

"Obsession for financial return has led leaders to often forget they share a common humanity with consumers," says Francis Cholle, author of L'Intelligence Intuitive, innovation consultant for large corporations and advisor to their C-Level executives. A graduate of the best European business school, HEC (Ecoles des Hautes Commerciales) Francis Cholle insists that sustainable value creation requires the necessary synergy between analysis and ROI on the one hand and play and instinct, on the other (see graph below of The Intuitive Compass™).

intuitivecompass.gif



The role of intuitive intelligence

"Neuroscience showed in 2005 that parts of our brain traditionally associated with our instinct are involved in our most sophisticated decisions" says our expert in reference to MIT Picower Institute for Learning and Memory research on our reptilian brain aka instinctual brain, published in the  scientific journal Nature. "It is very noticeable in consumer behaviors. For this exact reason if a company wants to understand its market and meet its expectations, it is necessary that they  understand how intuition works and integrate an intuitive process in their business approach," adds Francis Cholle. His message is well received. "My daily conversations with Francis Cholle greatly deepen my thinking at a particularly critical time for our company" says Ralph Lauren Fragrances and Beauty President Guillaume de Lesquen, based in New York to orchestrate the brand development on the world stage. 

Long before the economic recession Francis Cholle started to advocate the role of intuitive aptitudes and their impact on value creation. Biotherm for Men global marketing director, Charles Haddad is quite satisfied that he could attend one of Francis Cholle's seminar and acquire tools that explain in a simple language many key aspects of brand development and marketing that he could confusedly feel but could not clearly understand even less so replicate. Today Charles Haddad  encourages in his team " free and spontaneous communication. We then select what we feel is relevant". "It is not about leaving behind our marketing objectives but rather about dissolving automatic censorship mechanism often inherent to corporate structures."

Armand de Villoutreys, CEO of Firmenich in Paris and president of Firmenich Fine Fragrance World Division, asserts that he has "learned to approach differently his leadership role in a creative corporation." And it showed very tangible results! "We started four years ago to integrate into our management practices the principles of Intuitive Intelligence," says the French executive. "We have been happy to see an accelerated growth of our financial results across continents well above market average." 

© Les Echos n° 20486 dated 08-13-2009 p. 06 (Authorized translation by Peter Camo)
Intuitive intelligence can be a matter of life and death.

In Iraq, we learn that the use of intuition by US soldiers has led to numerous close escapes. This article in the New York Times gives us a glimpse of how soldiers may use their intuitive senses to avoid danger:

"On one route sweep mission, there was a noticeable I.E.D. in the middle of the road, but it was a decoy," said Lt. Donovan Campbell, who in 2004 led a Marine platoon for seven months of heavy fighting in Ramadi and wrote a vivid book, "Joker One," about the experience. "The real bomb was encased in concrete, a hundred meters away, in the midst of rubble. One of my Marines spotted it. He said, 'That block looks too symmetrical, too perfect.' "

These life-and-death decisions must be made instantly, with little, if any, time for rational analysis.  And what's more impressive, the Army has discovered that this ability to think intuitively can be improved through training.

Time after time, the Army learns from its feet on the ground, that "the speed with which the brain reads and interprets sensations like the feelings in one's own body and emotions in the body language of others is central to avoiding imminent threats."

Of course, intuitive intelligence is not a new idea for the Army. In COUP D'OEIL: STRATEGIC INTUITION IN ARMY PLANNING, a 2005 document produced by Strategic Studies Institute at US Army War College, we see a serious attempt to blend both analytic and intuition.  

The Army views the analytic approach as follows:

Analytic decision-making approaches a problem systematically. Leaders analyze a problem, generate several possible solutions, analyze and compare them to a set of criteria, and select the best solution. The analytic approach aims to produce the optimal solution to a problem from among those solutions identified. This approach is methodical, and it serves well for decision-making in complex or unfamiliar situations by allowing the breakdown of tasks into recognizable elements. It ensures that the commander and staff consider, analyze, and evaluate all relevant factors.

It may help inexperienced leaders by giving them a methodology for their lack of experience. The analytic approach to decision-making serves well when time is available to analyze all facets affecting the problem and its solution. However, analytic decision-making consumes time and does not work well in all situations--especially during execution, where circumstances often require immediate decisions.

Intuition, on the other hand, is viewed as a "creative" approach:

Intuitive decision-making is the act of reaching a conclusion that emphasizes pattern recognition based on knowledge, judgment, experience, education, intelligence, boldness, perception, and character. This approach focuses on assessment of the situation versus comparison of multiple options. It is used when time is short, or speed of decision is important. Intuitive decision-making is faster than analytic decision-making in that it involves making decisions based on assessment of the situation rather than a comparison of multiple COAs (Courses of Action). It relies on the experienced leader's ability to recognize the key elements and implications of a particular problem or situation, reject the impractical, and select an adequate (rather than optimal) COA.

Intuitive decision-making is especially appropriate in time-constrained conditions. It significantly speeds up decision-making. Intuitive decision-making, however, does not work well when the situation includes inexperienced leaders, complex or unfamiliar situations, or competing COAs. Additionally, substituting assessment for detailed analysis means that some implications may be overlooked. Commanders use intuitive decision-making when time is short and problems straightforward. It is usually appropriate during execution.

The Army, especially in light of Iraq, has revised their thinking. The author of the report, a Columbia Professor William Duggan shows how to reconcile analytical and intuitive methods of decision-making by drawing on recent scientific research that brings the two together. He applies this new research to the Army's core methods of analytical decision-making as found in Field Manual (FM) 5-0, Army Planning and Orders Production. The result is "strategic intuition," which bears remarkable resemblance to von Clausewitz's idea of coup d'oeil in his classic work, On War.

The Columbia professor states emphatically:

This divide between analysis and intuition reflects an outmoded view of the human mind that science no longer supports. Recent advances in how the mind works have overturned the old idea that analysis and intuition are two separate functions that take place in two different parts of the brain. In the new view, analysis and intuition are so intertwined that it is impossible to sort them out. There is no good analysis without intuition, and no good intuition without analysis. They go together in all situations. Some scientists call the new model of the brain "intelligent memory," where analysis puts elements into your brain and intuition pulls them out and combines them into action.

It is important to note that this ireport does not criticize the Army or its commanders. When strategic intuition was used as a lens to analyze Army officers in action, they tend to comment, "That's what we do."  The report states: Good commanders use intuitive intelligence. They treat manuals only as guides, and adapt procedures as they see fit.

And that, ladies and gentlemen, is why you need Intuitive Intelligence - it is the bridge between analysis and intuition, and it explains how we, in fact, really make decisions. Despite the limited visibility in these uncertain and turbulent times, we know that Intuitive Intelligence is the necessary strategic aptitude for decision-makers both in the Army and in the chaotic world of today's business.

If you have not already read "The Big Shift Index" report from The Deloitte Center for the Edge led by John Hagel III, John Seely Brown, and Lang Davison you should do so immediately.

 

This first release of the Shift Index reveals a startling fact: the return on assets (ROA) for U.S. firms has steadily fallen to almost one-quarter of 1965 levels; at the same time,  the researchers found modest improvements in labor productivity.


Grim news, indeed. The report also finds:


- The ROA performance gap between winners and losers has increased over time, with the "winners" barely maintaining previous performance levels, while the losers experience rapid deterioration in performance.


- The "topple rate," at which big companies lose their leadership positions, has more than doubled, suggesting that "winners" have increasingly precarious positions.


- U.S. competitive intensity has more than doubled during the last 40 years.


- While the performance of U.S. firms is deteriorating, the benefits of productivity improvements appear to be captured in part by creative talent, which is experiencing greater growth in total compensation. Customers also appear to be gaining and using power as reflected in increasing customer disloyalty.


- The exponentially advancing price/performance capability of computing, storage, and bandwidth is driving an adoption rate for our new "digital infrastructure" that is two to five times faster than previous infrastructures, such as electricity and telephone networks.
                                     

The Shift Index consists of three indices: Foundation, Flow, and Impact, and 25 metrics that together quantify the stock, pace, and implications of the shift. The index enables analysts to anticipate changes, identify bottlenecks, and guide strategy. Not everyone, of course, will choose to monitor the same metrics or assign them the same weights.  Thus, the Shift Index is less a single measure and more an informational platform that will give rise to a diversity of models and, a stronger collective sense about the pace and nature of change, constraints and opportunities within that system.  As constraints fall away and opportunities increase, old configurations become unstable and new structures emerge.

 

A number of key ideas in the report resonated with our observations at The Human Company:


- the importance of creativity and innovation in ROA

- information "flows" over information "stocks"

- passion as a driver for higher productivity

- more and more discriminating consumers

- consistently declining return on assets

- increasing rate at which big companies lose their leadership positions

- rising executive turnover tied to increasing performance pressures

 

However, I was surprised to find one element missing in their measurement model.


What's missing? Sustainability and its impact on the economy.


Sustainability is the business imperative for our time. From global-warming to competition for natural resources, sustainability must necessarily sit at the core of any sound business strategy. The sooner businesses understand this the better.


Organizations will have no choice but to follow government regulations and anticipate consumers reactions and merciless communication via ever more powerful social networks aiming at securing a healthy future.


More importantly employers who align their businesses to create a more sustainable world will also attract, retain and empower more and better employees. Sustainability challenges have become so pressing that they not only affect us at a rational and emotional level but they also threaten our survival instincts. And  as such they are bound to impact employee productivity, loyalty, and creativity. Meaning is the underpinning and decisive factor of human efficiency. How could a corporation careless of its employees' and employees' children future ever encounter long term success in a flat world?


In order to maintain competitivity, growth and profitability organizations will have to build sustainable blueprints for the future. Take a look at Adam Werbach's latest book: Strategy for Sustainability.

The Deloitte report is an example of a brilliant work conceived in an intellectual tradition largely limited to our analytical minds. Yes, they do mention creativity and talent and yes, they talk about information flows, but I wish they had mentioned sustainability. A quick glance at the Intuitive Compass shows us that Deloitte overlooked the South West Quadrant. Regrettably, this is often the case with our business thinking.

intuitivecompass.gif



Going forward, we cannot leave out the importance of our reptilian brain in its relentless ability to impact every second of our lives and its superior intelligence to sustain our species and hence help us make the best business decisions for a sustainable future (1).

Here's looking forward to the the 2010 Shift Index; I hope to see a section on sustainability and a study on the decisive intangible dimensions of value creation which intuitive intelligence is designed to help us reckon with.

(1) In 2004 MIT School of Science Picower Insititute for Learning and Memory has shown that the basal ganglia which are parts of our reptilian brain are involved in our most sophisticated decision processes (Nature, Feb 24 2005)