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The startup fundraising market in 2016 has been difficult to characterize. Punctuated by a concentrated decline in public tech stocks, the sentiment in Startupland has changed from resolute ebullience to a calmness approaching caution. Two months in, we can analyze January and February data. This posts analyses US headquartered information technology companies which VC-led investment rounds, except for the $793M Series C in Magic Leap, which I excluded as an outlier.

In “How People Learn to Become Resilient” Maria Konnikova retells the story of Norman Garmezy and George Bonnano, the first developmental psychologists to study grit and resilience.

It’s only when you’re faced with obstacles, stress, and other environmental threats that resilience, or the lack of it, emerges: Do you succumb or do you surmount?…One of the central elements of resilience, Bonnano has found, is perception: Do you conceptualize an event as traumatic, or as an opportunity to learn and grow?

This weekend the New York Times Magazine published the annual Work Issue, a compendium of 9 articles reimagining the modern workplace. They span topics from building the perfect team, to managing a company fewer meetings, to eliminating bias in recruiting processes - even the social ramifications of so many people eating lunch at their desks, “desktop dining.”

It’s a wonderful collection of points of view on different management topics that affect startups. The first article How to Build a Perfect Team profiles an internal project inside Google to identify the characteristics of great teams.

The single most important business decision in evaluating a business is pricing power. And if you need a prayer session before raising price, then you’ve got a terrible business –Warren Buffett

I read this quote in Confessions of the Pricing Man: How Price Affects Everything, written by Hermann Simon. Simon is a former academic, an ex-professor at INSEAD Stanford, Harvard, and London business schools, who extensively researched and taught pricing theory. As Simon writes in the book, he left academia in 1985 to found Simon-Kucher & Partners, the preeminent pricing consultancy that generates several hundred million dollars a year in revenue and employs more than 300 people.

A dollar is a dollar is a dollar, right? Not quite. Not all revenue dollars are created equal, but all gross profit dollars are. Gross profit, not revenue, is the metric companies should be using to compare themselves. Ultimately, gross profits account for more than 55% of the forward multiple of publicly traded SaaS companies after normalizing for revenue growth.

At SaaStr 2016 and SaaS Office Hours in New York, I shared an analysis of the fastest growing SaaS companies over the last 3 years. In particular, I benchmarked the revenue, growth rates and round size characteristics of these businesses at their Series A. I’ve embedded the slides here.

These are the key bullet points from the deck about exceptional SaaS companies. Note: there are two key statistical biases in this analysis: survivorship bias and sample size bias. This analysis considers only a small fraction of the total number of SaaS companies.

Each new year, I try to implement a new productivity hack. Getting Things Done. Bullet Notebook. This year, I’m trying to manage my to do list with my calendar.

I realized a few years ago no arsenal of productivity hacks will prolong the working week, this February’s 29th day notwithstanding. That’s the challenge with to do lists - they lack commitment devices. A commitment device is a “way to change one’s own incentives to make an otherwise empty promise credible.” And what is a task on a list but an empty promise?

Attorneys witness the changes in the fundraising market from a unique vantage point. Consiglieri to startup founders and investors alike, attorneys assist in the negotiation and are privy to the terms of investment. Fenwick & West, one of those law firms, released data this morning detailing the evolution of financing terms for Q4.

I’ve reproduced the most salient difference in Q4 compared to previous periods above. The median growth in startup valuation has fallen from a high of 74% in Q2 2016 to 39% in Q4.

Join me for SaaS Office Hours on February 22 in New York at the Axial headquarters. This is the first time we’ll be hosting SaaS Office Hours on the East Coast, and there will be more to follow.

Given the volatility in the market and the number of inbound questions about the implications, this SaaS Office Hours will be focused on fundraising and the venture capital outlook for 2016.

Most modern data architectures employ many different data stores and processing engines. Hadoop, Cassandra, HBase, Spark, Storm, Phoenix. Data analysts looking to unearth insights within these data stores must move data back and forth between different systems and different data formats. As the number of new open source projects continues to grow geometrically, this data fragmentation is likely to splinter further.