Every large company -- especially ones that have been around for a long time -- goes through multiple cycles of change. But how do you know where to go next, and when, and how? The management literature is full of case studies, research, and of course, advice... but what if you borrowed from the principles of scientific and social progress instead? In fact, that's what Charles Koch, chairman and CEO of Koch Industries (one of the largest private companies in the U.S., with over $100B in revenue as estimated by Forbes), did in thinking about how to evolve their business. They systematically grew their capabilities from oil and chemicals; to polymers, fibers, and related consumer products; and then into forest products, glass, steel; and now, electronics and software. But this kind of "continual transformation" (and even stated company values) observes Marc Andreessen, sounds obvious; "every company must do that, every company must seek to be the partner of choice to all of its constituents, every company must seek to continually improve". So how did it all work in practice, from strategy and management to incentives and compensation? And is this a new kind of conglomerate business model? This episode of the a16z Podcast covers these questions and more, touching briefly on policy and also sharing a bonus reading list at end. The conversation is based on a Q&A from our annual Summit events, which bring together large companies, finance investors, academics, and startups to talk all things innovation.

In 2017 The Economist declared data to be the world's most valuable resource. And yet “data insight” is one of those phrases that, while important, is now so ubiquitous it’s been numbed of meaning. So how do you actually get the most meaningful insights from your data, and what does that look like as you also think about crafting the best customer experience? When and what is the best way to use this information... without getting to the dystopian future depicted in, for instance, Minority Report? This episode of the a16z Podcast (based on a discussion that took place at a16z's annual summit event in November 2017) features Suhail Doshi, co-founder and CEO of Mixpanel; Gil Elbaz, founder and CEO of Factual; and Jeff Glueck, CEO of Foursquare; moderated by Lauren Berson. It covers everything from using data to understand context and one's customer base to what personalization really means and how data can impact the physical world. The views expressed here are those of the individual AH Capital Management, L.L.C. (“a16z”) personnel quoted and are not the views of a16z or its affiliates. Certain information contained in here has been obtained from third-party sources, including from portfolio companies of funds managed by a16z. While taken from sources believed to be reliable, a16z has not independently verified such information and makes no representations about the enduring accuracy of the information or its appropriateness for a given situation. This content is provided for informational purposes only, and should not be relied upon as legal, business, investment, or tax advice. You should consult your own advisers as to those matters. References to any securities or digital assets are for illustrative purposes only, and do not constitute an investment recommendation or offer to provide investment advisory services. Furthermore, this content is not directed at nor intended for use by any investors or prospective investors, and may not under any circumstances be relied upon when making a decision to invest in any fund managed by a16z. (An offering to invest in an a16z fund will be made only by the private placement memorandum, subscription agreement, and other relevant documentation of any such fund and should be read in their entirety.) Any investments or portfolio companies mentioned, referred to, or described are not representative of all investments in vehicles managed by a16z, and there can be no assurance that the investments will be profitable or that other investments made in the future will have similar characteristics or results. A list of investments made by funds managed by Andreessen Horowitz (excluding investments and certain publicly traded cryptocurrencies/ digital assets for which the issuer has not provided permission for a16z to disclose publicly) is available at https://a16z.com/investments/. Charts and graphs provided within are for informational purposes solely and should not be relied upon when making any investment decision. Past performance is not indicative of future results. The content speaks only as of the date indicated. Any projections, estimates, forecasts, targets, prospects, and/or opinions expressed in these materials are subject to change without notice and may differ or be contrary to opinions expressed by others. Please see https://a16z.com/disclosures for additional important information.