“[A woman] planned to have children … and she had already made the decision to home-school them [due to her fear of mass shootings] … A 64-year-old man in Charlottesville, Va., said he now watched movies exclusively at home … A 23-year-old woman in Cleveland said she was frightened of doing anything and that she “hated this world.” … [Emily Johnston] steers clear of crowded areas. And the fear infects her sleep.”
– Sonny Kleinfield, in a front-page New York Times article after the San Bernardino terrorist attack
This is part 2 and was originally published on Priceonomics in January 2017. See the entire series here.

What would you think if the majority of media coverage that a Middle Easterner read about America focused exclusively on American drone strikes and Guantanamo Bay? After all, this would be newsworthy and relevant for the Middle Eastern reader – and something they want to read. And yet, this is just selective coverage that gives the reader a dangerously distorted view of the US, fanning anti-Americanism.
As one Muslim pointed out on Twitter after the New Zealand mosque attack, Muslims were under attack around the world. But she neglected to include any examples where radicals who followed the Islamic faith attacked others.
In the same way, let’s see how an American newspaper (The New York Times) covers terrorism, and show that this selective coverage can give us a distorted sense of the world using actual data.
In example after example over this series, we’ll look at two effects:
- Media covers/distributes newsworthy (traditional media) or relevant (social network feeds) content that is selective, as they focus on readership/engagement
- As media consumers, we use this coverage to form opinions and make decisions, without realizing how selective this coverage is; this leads us to make suspect decisions
In short: media is data for human decisions, and selective media is selective data. Just like we saw last time with the Space Shuttle Challenger, selective data can lead to bad inferences and bad decisions. Selective facts can actually be worse than no facts or fake news, as it can give us a false sense of confidence.
Examining Terrorism Deaths and Coverage
With horrific attacks in Paris, Orlando, San Bernardino, Brussels, and Berlin, there has been wide coverage of the threat posed by radicalized Muslims in the last two years.
For example, this is an animation of how the Orlando nightclub shooting was covered on The New York Times website over several days, with a substantial number of articles about the attack.

After looking at the news coverage, are you afraid of terrorism? What about mass shootings? Does it make you want to change your life in any way? What would you ask of your political representatives?
Measuring Terrorism Deaths versus Terrorism Coverage
First, let’s look at terrorism deaths versus homicide deaths. At left, we have the actual number of deaths in the US and world, with coverage in The New York Times in the rightmost bar.

Source: Terrorism data from National Consortium for the Study of Terrorism and Responses to Terrorism (START). (2016). Global Terrorism Database [Data file]. Retrieved from https://www.start.umd.edu/gtd. Custom NY Times analysis for media coverage data, with articles representing the first few pages of The New York Times shown. Homicide data from the CDC and the World Bank. Note: We’ll use a 15-year average for US terrorism deaths, which includes 9/11 in the US. As a result, these numbers will be higher than any single year in the last 14 years – but also less than 9/11. We’ll also use a shorter multi-year average for world terrorism. Front page+ is defined as the first few pages (~3) of The New York Times, consistent with how an average reader may experience it.
Homicides and terrorism deaths have roughly the same number of articles in 2015-2016, despite the fact that homicides killed many more in the US and in the world in that time period. The terrorism coverage would be even greater if we included general articles about terrorism, not just terrorism incidents.
Some will argue that the reason for heavy terrorism coverage is because tens of thousands (or more) may die in a future attack – and so heavy coverage of each event ensures our vigilance. Others will argue it is because terrorism evokes more reader interest and terrorists purposefully design their attacks to get heavy coverage. Regardless of the reason, terrorism deaths are the single most heavily covered type of death per capita in the first pages of The New York Times compared to nearly every other way a human can die.
Now if we were to graph the number of deaths due to terrorism in 2015 by region of world, it would look like this (the percentage is the number of terrorism deaths in that region compared to the total terrorism deaths in 2015):

Source: National Consortium for the Study of Terrorism and Responses to Terrorism (START). (2016). Global Terrorism Database [Data file]. Retrieved from https://www.start.umd.edu/gtd
Approximately 30,000 people – most of them innocent civilians – lost their lives to terrorism in 2015, with the majority in current war zones (Iraq/Syria and ISIS, Nigeria and Boko Haram, Afghanistan/Pakistan and the Taliban, Ukraine and ethnically Russian separatists/special forces). Most deaths were in Muslim countries, suggesting that many victims were Muslim (you can also see this world map of incidents that I’ve put together).
By comparison, an American will likely see the coverage of terrorism deaths like it’s covered in the first few pages of The New York Times over the course of 2015:

Source: NY Times Today’s Paper links for 2015 with manual tagging and custom analysis (the top two sections – h3 and h6 HTML tags – were chosen, which are similar to the first three pages of the NY Region print edition). The graph above composes ~180 stories of the ~6,000 stories in 2015. The majority of terrorism death stories above are on the front page, not the second or third page. I’ve excluded the Charleston Church shooting in coverage, which some may not consider terrorism – though the START terrorism dataset previously shown includes it.
To make the comparison easier to see, I’ll show the two graphs side by side:

Sources: NY Times Today’s Paper links with manual tagging and custom analysis. National Consortium for the Study of Terrorism and Responses to Terrorism (START). (2016). Global Terrorism Database [Data file]. Retrieved from https://www.start.umd.edu/gtd. Part of the difference may be due to different definitions of “terrorism” and how war deaths are less covered than general war events, though this will likely only impact the magnitude of the skew not the presence of it.
The graphs are nearly inverted: Less than 1% of terrorism deaths are in Western Europe and the US, while 70%+ of terrorism death coverage on the first few pages in The New York Times is of these events.
This is what media observers call a filter bubble or echo chamber. The audience’s preference for certain “newsworthy” and “relevant” topics (and lack of interest in others) will then give us a distorted view of the world. We’ll call this effect the invisible hand of the reader and examine it throughout this series.
I won’t argue that media should cover events as the blue bars. By focusing on events that don’t interest their audience, news outlets and social media companies would in fact be diminishing their readership — and their profits. But humans mistakenly use media coverage to understand what’s going on in the world — instead of realizing how selective this coverage is and making adjustments.
Media critics will also argue that “the media” is biased, without realizing the audience and economic forces that underlie much of this. This effect gets even more problematic in social media, where relevance is based on an individual reader’s interests and beliefs – not the more diverse audience within a country.
The New York Times editors realize how much interest there is in Western terrorism incidents over everything else for an American audience, and set their coverage appropriately. In journalism parlance, they cover “newsworthy” topics that interest their readers, featuring it heavily and crowding out many other potential stories each day. This is also consistent with the terrorists’ objectives, as they are trying to maximize the coverage they get in certain populations, to intimidate the largest group — and to recruit the largest number of people.
While filter bubbles have received substantial interest in the social media era, they have always existed. In the past, filter bubbles were based on your country or social group. Today, because of social media, we are now each surrounded by individualized filter bubbles that can confirm our pre-existing beliefs. This is because we now have the power to determine what media to consume based on what our like-minded friends share.

Source: Pariser, Eli. “Beware Online Filter Bubbles”, TED Talk (link).
And though we’re focusing on terrorism, we’ll show selective media coverage in example after example over this series.
Media Matters for Decision Making
We read the news to form opinions and make decisions. A facile model of how humans make decisions might be as follows:

Let’s compare the different inferences that an American might make based on the differing graphs, like we did with the Space Shuttle Challenger:
Dataset | Inference | Potential Decisions | Result |
---|---|---|---|
NY Times Coverage (Selective Data) |
A growing number of deadly terrorist attacks occur in the US and Western Europe, exclusively perpetrated by Muslims against non-Muslim Westerners. There is a war by Muslims against the West. Western Europe, especially France, is an increasingly dangerous region. | ? | ? |
All Data |
Terrorism occurs around the world, often in active war zones, with devastating effects on civilians, especially Muslims. Most terrorism deaths occur in active war zones. There are many other dangers to be vigilant against in the West, compared to terrorism – and France is likely one of the safest countries in the world to visit, even the day after a terrorist attack. | ? | ? |
While we’ve only filled out the inferences, you can reflect on what decisions you might make from the different graphs. How would you think about the danger level when you take your children to school? What thoughts come to mind when you think of all of the 1.6 BN followers of Islam, especially after 9/11? Would you visit France for a vacation?
Some argue that uneven coverage is morally wrong (and others disagree), but for our purposes, the issue is that uneven coverage negatively affects our decisions.
I began this post by quoting Americans who made major life changes out of fear of mass shootings from rethinking their children’s education plans to refusing to leave home. We can also note the 70% decline in tourism to one French site or the US’s large counter-terrorism budget. Or consider the fact that the drop in US air travel after the plane crashes on 9/11 potentially led to 1,000 more auto deaths in subsequent months. Cars are many times more dangerous than planes, even on 9/11.
Like the quotes that started off this piece, you can also examine your own worry level after even a single widely covered terrorism incident. Now reflect on how your anxiety level might contrast if there was minimal coverage of these events.
Our (Collective) Distorted View
These results become especially worrisome when we consider the impact media coverage has on the world’s perception of Americans, as we highlighted at the start.
For most Middle Easterners, their perspectives of Americans are driven by media coverage, not personal encounters. If the same selectivity exists for them, they will see substantial coverage of American drone strikes that kill civilians and civilian deaths after the Iraq war (at least one hundred thousand) and blame that on Americans — rather than empathizing with the pain inflicted on Americans by terrorism in the US. We can add other widely covered issues such as Abu Ghraib, Guantanamo, and American military aid to unpopular governments, not to mention continuing bias attacks against Muslims in the US.
A Middle Eastern Muslim’s view of Americans may be far divorced from reality. After all, their coverage focuses on these events, rather than giving them a broader and more accurate perspective.
The primary way that most Americans are exposed to Muslims is through some form of media as well. Today, most US coverage is of war in the Middle East, terrorism, and radicalized Muslims, especially after 9/11.
Ask yourself a few questions: How much have you read about Western terrorism by Muslims? What perspectives do you have of all 1.6 billion Muslims as a result? Would the US coverage be different if Muslims were 10% or 25% of the US population? On the other hand, how much have you read about civilian deaths from US action in the Middle East or terrorism against Muslim civilians?
How much do you think a Muslim in the Middle East has read about potentially controversial American activity in the region? How much have they read about recent Western terrorism by comparison – or all the positive impacts America has on the world? Do you think this affects how they perceive all Americans?
With the growth of social media, we can apply this argument for many other groups within a country: Democrat vs. Republican, conservative vs. liberal, Black Lives Matter activists vs. those believing in “law and order”. In each case, a supporter is selectively seeing the media coverage that confirms their views, while not seeing those that are at odds with it. A Clinton supporter may see only racist attacks against minorities in their news feed, while a Trump supporter may only see attacks on Trump supporters. Both do happen. In addition to selective data, as readers we’re over-generalizing our view of the entire other side, based on extreme events or commentary from a select fringe.
This analysis is limited in a number of ways — especially because we’ve chosen the first pages of a single media source. But it’s not an unfair representation for how a typical media source covers terrorism in the US. This selectivity for death coverage for similar social and ethnic groups likely exists in all parts of the world — and is a collective challenge for effective decision-making when using media.
Pick your favorite media source and think about how you might prove to yourself that it is truly representative and won’t give you a distorted sense of the world.
Thirty years ago, NASA managers in the Space Shuttle Challenger launch used selective data to inform a decision that led to the death of seven Americans. The tragic loss also led to an overhaul of NASA’s statistical thinking, reducing the likelihood of future deaths in space travel. Similarly, we’ll see what we can do to fix this distortion as thoughtful readers.
Next time, we’ll show selective coverage in many other types of American deaths – and explain why selective media coverage occurs by examining the invisible hand of the reader. (Read the next section)
This is Part 2 in a series where I look at data to highlight media selectivity. See other posts in the series.
Thanks to Wayne Chang, Siddhartha Dalal, David Fries, Sima Gandhi, Richard Gurley, Anthony Ha, Nadira Hira, Wei Qing Jen, Shay Maunz, and Josh Nassiri for warm-spirited debates. All views are my own.