Wednesday, November 12, 2014

Ahead, Apace or Behind: Methodology Matters

Though few pay much attention, study methodology matters when trying to determine current status of high speed Internet access or income inequality. That likely is one reason recent studies come to such vastly-different conclusions about the state of high speed access in the United States, compared to Europe, for example.

A study by the World Economic Forum ranked the United States 34th in terms of Internet bandwidth available per user. A study by Ookla ranks the United States 26th in terms of typical access speed.

But a study led by Christopher Yoo of the University of Pennsylvania Center for Technology, Innovation and Competition found a far greater percentage of US households had access to next generation networks (25 Mbps) than in Europe.

This was true whether one considered coverage for the entire nation (82 percent in the United States and 54 percent) in Europe, or for rural areas (48 percent in the United States compared to 12 percent in Europe).

The United States had better coverage for fiber-to-the-premises (FTTP) (23 percent compared to 12 percent in Europe).

The U.S. broadband industry invested more than two times more capital per household than the European broadband industry every year from 2007 to 2012.

In 2012, for example, the US industry invested US$ 562 per household, while EU providers invested only US$ 244 per household.

U.S. download speeds during peak times (weekday evenings) averaged 15 Mbps in 2012, which was below the European average of 19 Mbps. But during peak hours, U.S. actual download speeds were 96 percent of what was advertised, compared to Europe where consumers received only 74 percent of advertised download speeds.

The United States also fared better in terms of advertised compared to  actual upload speeds, latency, and packet loss.

Pricing comparisons always are difficult. U.S. high speed access was cheaper than European broadband for all speed tiers below 12 Mbps, though U.S. prices were higher for higher speed tiers/

Still, the picture is complicated. U.S. Internet users on average consumed 50 percent more bandwidth than their European counterparts. To the extent there is a broad but direct connection between consumption and price, that matters.

The point is that assumptions matter.

The choice of specific retail service plans, and the percentage of people in any nation that purchase those plans, make a difference when trying to compare “typical prices” for any good or service, across national boundaries.

In other words, if most people buy high speed access as a feature of a triple-play bundle, then the posted prices for “stand-alone” high speed access are misleading.

That is why one can come to very different conclusions on the state of U.S. high speed access--how fast and how costly--compared to other nations.

Recent research on U.S. levels and trends in income inequality also vary quite substantially based on how these studies measure income. To be sure, there are important social mobility and income inequality issues to be faced in the United States, as elsewhere.

But a fact-based approach remains important, and methodology affects the “facts.” Economists Philip Armour and Richard V. Burkhauser of Cornell University and Jeff Larrimore of Congress’s Joint Committee on Taxation recently studied “income” including all public and private in-kind benefits, taxes, Social Security payments and accounting for household size.

The bottom quintile of U.S. residents saw a 31 percent increase in income from 1979 to 2007 instead of a 33 percent decline as measured by the Piketty-Saez market-income measure alone.

The income of the second quintile, often referred to as the working class, rose by 32 percent, not 0.7 percent. The income of the middle quintile, America’s middle class, increased by 37 percent, not 2.2 percent.

Those significant differences occur because one study omits Social Security, Medicare and Medicaid payments, for example, as well as employer-provided health insurance and capital gains on homes.

Also, some of the apparent income inequality is the result of a definitional change.  In 1992 the U.S. Census Bureau began to collect more in-depth data on high-income individuals. This change in survey technique alone, causing a one-time upward shift in the measured income of high-income individuals, is the source of almost 30 percent of the total growth of inequality in the United States since 1979.

Again, the point is not the importance of any developing or existing changes in opportunity for social mobility, or gaps in income or wealth. The point is that methodology matters.

That is as much true for how we measure progress on high speed access or social mobility.

FreedomPop Launches Free International Calling Program

FreedomPop is launching what it calls “the world's first-ever, completely free international calling service.”

Starting immediately, FreedomPop will give any smartphone user with any carrier 100 minutes of free international calls each month to 52 countries, including Mexico, the UK, Canada, China, Hong Kong, Brazil, Argentina and India.

The service will expand to over 170 markets in the coming weeks, FreedomPop says.

Users who want more minutes can upgrade to an international paid plan starting at just $4.99 per month – over 75 percent lower than the rates charged by current carriers and even VoIP providers like Skype. FreedomPop says.
FreedomPop also announced the “first ever program” to provide users anywhere in the world an international number, letting contacts outside the country make international calls as if they are local.  

For example, a customer based in Los Angeles can get a Mexico City phone number so family members based in Mexico can call at local rates, or vice versa, FreedomPop says. The service costs just $4.99 per month, yet can save international callers hundreds of dollars a year.

AT&T Pauses High Speed Access Investment Until Net Neutrality Resolved

Uncertainty is bad for investment, and regulation of rates or prohibitions on new services even worse,  in the telecom and Internet service provider business. So it comes as no surprise that AT&T is pausing investment in faster Internet access facilities until the network neutrality uncertainty is resolved.  


That possibly could affect upgrades in 100 U.S. cities. There are many possible unintended consequences to any move by the Federal Communications Commission to impose common carrier regulation on U.S. Internet service providers.


For starters, the move would bring parts of the U.S. cable TV industry under common carrier regulation for the first time, something industry executives always have fought. That is the camel’s nose under the tent that could eventually affect the other parts of the cable TV business as well.


Nor is it entirely impossible that common carrier regulation of access leads to greater rules for content and app providers, either. That is, after all, what "common carrier" regulation is all about.

Paradoxically, even if such common carrier regulation of access services withstands legal challenge--and many suggest it will not--common carrier regulation could open the way for widespread offering of content delivery services that would allow content providers to voluntarily buy services stretching all the way to end user locations, the “pay for priority” future network neutrality supporters want to avoid.

Under common carrier rules, such services arguably could be offered, so long as all app providers have access, under the same terms and conditions, though volume discounts arguably would be lawful, benefitting bigger content firms more than smaller firms.

Sprint Looking at FreedomPop Acquisition?

Sprint reportedly is considering buying FreedomPop, a Sprint mobile virtual network operator with a disruptive pricing approach that necessarily requires a low-cost marketing effort. The possible acquisition, in itself, is not the story. Larger mobile firms have acquired smaller firms with some regularity over the past couple of decades.

The bigger significance comes because of FreedomPop’s sales model, something that Sprint might be able to leverage on a wider scale, to bolster its prepaid efforts. Whether the model also might have impact on some postpaid marketing also is an issue.

As Sprint shifts its market offers to a “value” approach, Sprint is working to lower its costs of operating its business and marketing its services. If gross revenue is going to drop, then operating and marketing costs also need to drop.

Selling online is one way to do that.

FreedomPop has used a freemium approach, offering no cost basic service and additional plans for a fee. FreedomPop’s free phone plan includes use of 200 voice minutes a month, 500 text messages and 500 MBs of data.

FreedomPop offers mobile service plans that begin at $5 a month, and began operations selling Internet access using the same freemium approach. The firm’s free Internet access option offers 1 Gb of access, with for-fee plans, while consumers who want more data can buy plans starting at about $10 per month. Speeds for the free service use the Sprint 3G network, while the for-fee plans add access to the faster Long Term Evolution network.

The startup, which began life as a provider of Internet access, acquires 95 percent of its subscribers online, with customer acquisition cost of $4 per new add.

That would be attractive for at least some portion of Sprint’s business, starting with prepaid accounts.

Tuesday, November 11, 2014

Deutsche Telekom Setting Up Big Venture Capital Fund

Deutsche Telekom is setting up a new venture capital fund to be funded at EUR 500 million for a five-year period, supplementing investments already being made as part of T-Venture, which has funded 100 companies.

Deutsche Telekom Capital Partners will be one of the largest investment funds in Europe, Deutsche Telekom says.

DTCP will also advise Deutsche Telekom on existing investments in STRATO, Interactive Media, Scout, Deutsche Telekom Innovation Pool (TIP) and T-Venture.

Such efforts aim to help start-ups create new apps and services that are complementary to the core communications network and its features, but also potential services that could extend beyond the core business.

It is the latter that poses the greatest number of questions. As some now urge Apple to buy Tesla to fuel a new stage of growth, the point is that growth might require getting into related businesses (adjacencies) or even entirely separate businesses.

Comcast buying Universal NBC provides an example of getting into an adjacency. Google getting into Google Fiber is another example. For tier one telcos, a similar sort of move might include expanding from mobile access to mobile apps, as in the connected car business, where most of the money will be made by firms supplying connected car services, not connectivity or hardware.

Cable TV and telco firms also are getting into the home security business in a new way, as integrating mobile and other devices as controllers, plus the new potential of sensors and cameras, with high speed access, change the context and features a home security service can offer.

If a possible analogy is that the access business is a supertanker, while the startups are speedboats, the issue is creating successful new apps that have the potential to affect gross revenue in a meaningful way.

Thousands of telco-affiliated apps might not have as much revenue impact as one big new move into an adjacency.

Why Do Tier One Service Providers Switch Course, Then Back Again, So Swiftly?

Back in April 2014, AT&T said it was going to create an in-flight LTE service to enable Internet access services for airline passengers. Now AT&T says it has abandoned plans for the in-flight Wi-Fi service, citing a need to focus use of capital.

In 2007, Vodafone got into the fixed line high speed access market in the United Kingdom. In 2012, it sold all those assets. Now, in 2014, Vodafone is planning to get back in to the fixed line broadband business.

BT was one of the first two mobile operators in the United Kingdom, but got out of the mobile business in 2002.  Now it is planning on getting back into the mobile business, on a niche basis, combining some new spectrum with potential access to Wi-Fi and other untethered spectrum anchored by BT’s fixed network.

Those course reversals might suggest either a highly-fluid strategic context or simply tactical decisions based on overall organization priorities at a point in time.

All the above likely applies in the case of the in-out decisions made by AT&T, BT and Vodafone.

In AT&T’s case, new investments require some hope of revenue scale. It never was clear that the airline Wi-Fi business would be too big, revenue-wise.

Now AT&T has a blockbuster acquisition of DirecTV under review, and also has made an independent move into the Mexican mobile market with its acquisition of Iusacell. Those moves promise a big needle-moving cash flow impact, in the case of DirecTV, and an important long-term growth opportunity, in the case of Iusacell.

Compared to that, the in-flight Wi-Fi opportunity might have been a distraction. To be sure, it is clear why offering in-flight Wi-Fi is significant for airlines. In fact, U.S. airlines make about $6 per passenger per flight profit, or about 2.4 percent net profit margin, according to the International Air and Transport Association.

Service revenue has been pegged at perhaps $1 billion to $2 billion in the relatively near term, globally. That is too small a market to be worth AT&T’s effort, some would argue.

The connected car market might generate four billion euros (about US$5 billion) in access revenue for mobile service providers, by about 2018, by way of comparison. Even that, some might say, is too small to drive significant revenues for any tier-one service provider.

The big carrot is the connected car services market, which, in 2018, would be perhaps 24 billion euros (about US$30 billion). Obviously, that is the bigger reason firms such as AT&T are active in the connected car market.

The in-out-in pattern of interest in either mobile or fixed assets and operations by BT and Vodafone likely have something to do with priorities at the time decisions were made to divest, as well as new thinking about how to grow core access revenues.

Many mobile service providers now see incorporation of fixed assets as a way to drive revenues up and operating costs down, while fixed network operators see expansion into mobile services as a way to escape the revenue-challenged and margin-challenged fixed network business.

But the relatively rapid shifts--selling assets and getting out of lines of business, only to reenter a few years later--suggests the unstable and challenging nature of the business. Strategy can shift rapidly, because the market itself can shift rapidly.

Risk, in other words, has grown, across the whole telecom business.

Monday, November 10, 2014

Title II Regulation of Internet Access Wouldn't Achieve Ban on "Pay for Priority"

“As Democrats who care about the dual priorities of protecting broadband consumers and stimulating broadband investment, we are gravely concerned about President Obama’s endorsement today of monopoly-era, common carrier regulations (called “Title II”) for broadband providers,” say Ev Ehrlich, PPI senior fellow; Michael Mandel, PPI chief economic strategist and Hal Singer, PPI senior fellow.

“The president’s proposal does not balance these goals, nor move us towards compromise on other, arguably more critical, communications issues,” they say.

The Progressive Policy Institute is a policy institute and think tank that claims credit for President Bill Clinton’s “New Democrat” approach.

THe PPI says it concerned both with social equity and economic growth, as well as performance-based government. “We seek to advance progressive, market-friendly ideas that promote American innovation, economic growth and wider opportunity,” the Progressive Policy Institute says.

Ironically, given the widespread concern by network neutrality supporters that “best effort only” remain the only consumer offer for Internet access, “Title II is not necessary to protect consumers from the hypothetical threat of discrimination by broadband providers against edge providers,” PPI says.

In Verizon v. FCC, the D.C. Circuit made clear that the Federal Communications Commission could regulate pay-for-priority deals—and even reverse them after the fact—under Section 706 of the 1996 Act.

More to the point, “Title II itself isn’t guaranteed to stop pay-for-priority by broadband service providers,” they say.

Title II would merely require that the terms of any pay-for-priority deal be extended to all comers.

“The more likely rationale for imposing Title II is to pursue an aggressive regulatory agenda unrelated to net neutrality, in particular, “unbundling,” the policy that requires companies that make investments in broadband infrastructure to share them with competitors at government-set prices,” PPI says.

“Moving backwards to a forced-sharing regime would likely chill broadband investment, along with its job-creation and impact on growth,” PPI says.

“By eschewing real compromise made possible by the D.C. Circuit Court, and instead pursuing a radical prescription of Title II, the FCC guarantees itself a drawn-out litigation battle with broadband providers,” PPI says, when other avenues already exist to achieve network neutrality goals.

Regulation is Correlated with Slower Revenue Growth

All markets are regulated. The question is whether a market is regulated by government or by consumers. Ideally, governments regulate when the market cannot. The problem, some might say, is that the government regulates when it does not have to, or should not regulate.

And some would say appropriate intervention, when required, tends to be more effective when antitrust is the focus, not the more-mundane regulation of market entry, consumer protection or price regulation.

In a study conducted by Antony Davies, associate professor of economics at Duquesne University and Mercatus-affiliated senior scholar at George Mason University, the least-regulated industries grew faster than the most-regulated industries.

To be sure, one might argue that perhaps the least-regulated industries were the fastest growing for other reasons.

The most-regulated industries included motor vehicle and parts dealers; oil and gas; securities, commodity contracts, and other financial investments; railroads; transit and ground passenger transportation and truck transportation, for example.

Building construction; scenic and sightseeing transportation; water transportation; air transportation and insurance also were at the top of the list of “most-regulated industries.

Among the least regulated industries were nursing and residential care facilities; electronics and appliance stores; transportation equipment manufacturing; space research and technology; health and personal care stores ; petroleum and coal products manufacturing; building material and garden equipment and supplies dealers; wood product manufacturing and heavy and civil engineering construction.

Telecommunications is about in the middle, and some might note that telecommunications was in a major deregulation and technology transformation between 1997 and 2010.

Still, in 10 out of the 14 years in the study, the least-regulated industries showed greater annual growth than did the most-regulated industries.

Between 1997 and 2010, the 221 least-regulated industries in each year averaged 3.5 percent annual growth in output per hour.

The 221 most-regulated industries averaged a significantly lower 1.9 percent annual growth.

Accumulating the growth rates over all the years, the least-regulated industries experienced a total of 64 percent growth in output per hour from 1997 through 2010 versus 34 percent for the most-regulated industries.

In 12 out of 14 years, the least-regulated industries had greater growth than the most-regulated industries.

Accumulating the growth rates over all the years, the least-regulated industries experienced 63 percent growth in output per person versus 33 percent growth for the most-regulated industries.

Reasonable people will disagree about the wisdom of common carrier regulation of Internet access, mobile services or fixed line services. Economists might simply point out that more regulation is likely to lead to less revenue growth for Internet service providers, even though some believe application providers might grow faster, as a result.

Some Mobile Service Providers Might Lost Half Their Customers Over the Next Year

Some mobile operators risk losing as much as half of their customer base over the next 12 months, Ovum warns. That might even be a conservative estimate, when looking only at prepaid accounts that are the most-purchased services globally.

In practical terms, any single mobile service provider would have to have monthly churn about four percent for half the customer base to leave over a year.

Mobile service provider churn rates vary significantly, however. According to Strategy Analytics, mobile customers change providers every 27 months. Prepaid customers change providers about every 17 months (every 1.4 years).

Prepaid customers, on the other hand, churn about every 67 months (every 5.6 years), according to Strategy Analytics.

So gross churn, for a prepaid provider, might easily be half of the existing base over 12 months.

Since postpaid customer bases churn at much lower rates, the “typical” customer life cycle might be 1.4 years for a prepaid provider and 5.6 years for a postpaid provider. In some markets, postpaid customer lifecycle, especially for postpaid customers on shared or family plans, can be as long as eight years.  

So it is not unusual that about 25 percent of all mobile users globally say they will definitely change providers, while another 25 percent say they might do so, as Ovum reports. Most customers globally buy prepaid service.

If the Strategy Analytics figures are correct, more than half of prepaid customers might leave every year, with a monthly churn rate of perhaps six percent a month.

If respondents follow through with their expressed opinions, mobile service providers could risk losing as much as half of their existing customer base over the next 12 months, according to the Ovum global survey.

The Ovum forecast also might seem feasible only if gross churn, rather than net churn, is considered.

The Ovum survey finds that almost twice as many customers of Airtel India or LG U+ in Korea plan to churn more than the global average of 23 percent, Ovum says.

In contrast, customers of Vodafone Germany or NTT DoCoMo in Japan are less likely to desert their current service providers, with only about 10 percent indicating they plan to switch operators.

Dissatisfaction with mobile high speed access might be the driver, rather than experience attributes that relate to voice.

About 37 percent of respondents say they either have left or plan to move to another provider because of slow connection speeds.

The survey, which included over 15,000 consumers and 2,700 enterprises in 15 major global markets, also underlines the global importance of being online.

iPhone customers are much more likely to churn than users of competing handsets, mostly to find a provider with faster mobile speeds, the study also suggests.

Churn rates of about 25 percent over a year would not be unusual in the mobile business. But what really matters is “net churn,” the sum total of new customer acquisitions (including customers churning from other providers), less the number of current customers who leave.

By definition, churn describes the behavior of current mobile customers, who are quite unlikely to abandon use of mobile services altogether.

That said, there is a certain amount of uncontrollable churn, as when a customer dies, or moves from one country to another, or perhaps moves from an area where the current carrier provides good experience (signal strength, mobile Internet speed, dropped calls).

But nearly all customers who leave one carrier sign up with another. So net churn, even in markets with monthly prepaid churn rates between four percent and six percent monthly, might have net churn far lower than that, after accounting for new customers gotten from other providers in the market.

Youth is Not a Segment: It is the Whole Future Market

Changes in consumer demand, especially those that disrupt existing products and revenue streams, have been acute for the telecommunications business over the past couple of decades.

To note only a few of the key changes, people text instead of talk, use mobile instead of fixed telephones and use the Internet--both mobile, fixed and untethered. All of those changes, plus shifts in provider market shares, have created profound instability in what once was a very-stable industry.

“One of the most striking cultural and social changes in the U.S. in recent decades has been the revolution in the ways Americans communicate,” says Gallup.

Texting, using a mobile phone and email messages are the most frequently used forms of non-personal communication for adult Americans, according to a new Gallup poll of communications behavior.

Between 37 percent and 39 percent of all U.S. residents said they used each of these "a lot" on the day prior to being interviewed. Perhaps the most-significant finding, however, is that just nine percent of respondents use a home landline phone over the same time frame.

About 15 percent of respondents reported using a landline phone at work the prior day.

All of that leads some to speculate that within a few decades, nobody uses a landline phone anymore.

That might be too extreme a prediction. As service providers already have discovered, bundling voice as part of a triple-play offer props up buying of voice, increasingly the least-in-demand service within the fixed network bundle. But the long-term trend is clear enough, since mobile phones now are the preferred way most people use voice communications.

Telecom executives are relatively unperturbed about dwindling voice revenues in large part because other replacement revenues already have been identified, while the next generation of new services and apps already are within sight. It will be hard work. But the roadmap is in place.

As you would guess, communications behavior varies with age, with the widest divergences in behavior occurring between the youngest and oldest age cohorts.

Sending and receiving text messages is the most prevalent form of communication for 68 percent of surveyed U.S. residents 18 to 29.

About eight percent of U.S. residents 65 or older did so.

That same pattern holds for use of landline phones. About seven percent of respondents 18 to 29 reported using a home landline phone the past day, compared to 17 percent of those 65 or older.

More than 66 percent of those 18 to 29 say they sent and received text messages "a lot" the previous day, as did nearly half of Americans between 30 and 49.

Younger Americans are also well above average in their use of cellphones, email and social media on a daily basis. All that matters for one important reason.

The “youth market” is in some sense not a “segment” of the telecommunications market. At some point, younger consumers become the whole market. In the earlier days of the U.S. cable TV business, the same age-dependent adoption pattern could be seen.

At some point, the older consumers naturally left the market, and the younger age cohorts became today’s middle-aged and “65 or older” populations. In 2014, U.S. linear video subscriptions are purchased by more than 88 percent of U.S. households 68 or older.

Among households headed by consumers 18 to 35, linear video subscriptions are bought by about 62 percent of households.

But product demand changes over time. Though it remains unclear how purchasing behavior might change as the youngest cohort ages, buys homes and has children, many note that, at present, use of streaming services such as Netflix, though used by virtually all age groups, is highest amongst the households headed by the youngest consumers.

That might be the precursor to a demand shift changing prospects for linear video, just as changes in communications behavior by younger consumers portend a shift in demand for telecom services.


Sunday, November 9, 2014

500 Million New India Internet Users by 2017?

Google India has launched the Indian Language Internet Alliance, an initiative to promote local language content, increasing the relevance of the Internet in India for up to 500 million new Indian users by 2017.

Google also announced its Hindi Voice Search and a new website hindiWeb.com, which shall offer curated content in Hindi.

Localization of content is one obstacle to be overcome to connect up to four billion people who do not presently use the Internet. About 56 percent of web content is in English despite the fact that less than five percent of the world’s population speak it as a first language, with only 21 percent estimated to have some level of understanding. Hindi accounts for 0.1 percent of web content.

Localized content will increase the value of using the web, stimulating demand.

Device cost also is an issue Google is working on, with Android generally and Android One, specifically. Android One enables production and use of  devices with standardized hardware, stock Android experience and timely updates, priced at or below Rs 5000 (US$81). Lower device costs will create a wide basis of Internet capable devices.

Also, Internet service providers have to get the cost of going online within easy reach. That generally is viewed as a recurring price for access that represents no more than two percent to three percent of income.

Of the world’s seven billion people, 2.7 billion have access to the Internet, while 4.3 billion do not.

Most of them live in developing countries.

Though it still is possible to argue about whether the high adoption of Internet access and higher degree of economic development are causal or correlated, even those who might tend to think high Internet access and higher economic development are correlated, not causal, might support fastest possible adoption of Internet access everywhere, for the same reasons it was deemed important to provide voice communications to everyone.

If developing countries were to catch up with levels of internet access in developed economies today, they would reach a penetration level of around 75 percent, more than tripling the number of present “global south” Internet users from 800 million to three billion.

Of the new global south Internet users, some 700 million would be in Africa, 200 million in Latin America and 1.3 billion in Asia.

Friday, November 7, 2014

AT&T to Buy Mexican Mobile Operator Iusacell

AT&T is buying Iusacell the Mexican mobile service provider for US$2.5 billion, inclusive of Iusacell debt.

AT&T will acquire all of Iusacell’s mobile  properties, including licenses, network assets, retail stores and approximately 8.6 million subscribers.

The acquisition will occur after Grupo Salinas, the current owner of 50 percent of Iusacell, closes its announced purchase of the other 50 percent of Iusacell that Grupo Salinas does not already own.

“Iusacell gives us a unique opportunity to create the first-ever North American Mobile Service area covering over 400 million consumers and businesses in Mexico and the United States, said  Randall Stephenson, AT&T chairman and CEO. “ It won’t matter which country you’re in or which country you’re calling – it will all be one network, one customer experience.”

Iusacell offers wireless service under both the Iusacell and Unefón brand names with a network that today covers about 70 percent of Mexico’s approximately 120 million people. AT&T plans to expand Iusacell’s network.

Iusacell operates a 3G wireless network using the GSM/UMTS air interface that AT&T uses in the United States.

Iusacell owns between 20 MHz and 25 MHz of 800 MHz spectrum, primarily in the southern half of the country, including Mexico City and Guadalajara, and an average of 39 MHz of personal communications service spectrum nationwide (similar to the 2=GHz spectrum used by T-Mobile US and Sprint.

The acquisition is not unusual. The former SBC grew to its present size primarily through acquisitions, and AT&T has almost run out of sizable acquisition targets in the U.S. market.

Yes, Follow the Data. Even if it Does Not Fit Your Agenda

When people argue we need to “follow the science” that should be true in all cases, not only in cases where the data fits one’s political pr...