Crowd Science

Module 8, lesson 1 · 40 minutes

Reading a disaster: method, and the timeline

A method for reading any crowd disaster, and eighty years of incidents laid out so that the patterns show.

You’ll be able to

  • apply the course’s case template to a crowd disaster you have not studied before;
  • use the timeline to see how incidents cluster by setting and by mechanism, and say what the data cannot tell you;
  • classify the causes of an incident as design, information or management problems.

Introduction

The first account of a crowd disaster is almost always wrong in some way that matters. At the Love Parade in 2010, early reports said people had fallen from a staircase; they had not, and the cause of death was crushed rib cages. After the Hajj in 2015, the Saudi authorities gave a toll of 769 and never updated it; the Associated Press counted 2,411. At Hillsborough it took until the inquests of 2016 for a jury to record that the behaviour of supporters had not caused or contributed to the deaths.

So reading a disaster well is a skill, and it is the skill this module teaches. You now have the tools: density and flow, the fundamental diagram, the mechanics of compression, the psychology of crowds, and Still’s DIM-ICE model. This lesson gives you a method for applying them, and a timeline of every incident the course could verify, so that you can see the patterns before you study the cases one by one.

The case template

Every case in this module is written to the same seven-part structure. Use it on any incident you read about, and notice which parts the available sources leave empty: the gaps are often the most informative thing about a report.

The case templateThe question each part answers, and the lessons that give you the tools.
PartThe questionTools from earlier modules
What happenedIn what order did things happen, and when? Who decided what, and when did they know?Cumulative curves and space–time diagrams (m4-l4)
The spaceWhat were the widths, areas, slopes and routes? What were the capacities, and who calculated them?Bottlenecks (m1-l5); the Green Guide method (m7-l3)
The mechanismA standing crush, a progressive collapse, a stairway pile, or something else? What killed people?Force and compressive asphyxia (m2-l1); the three mechanisms (m2-l2); turbulence (m2-l3)
What the inquiry foundWhich bodies investigated, when, and what did each conclude? Where do they disagree?The guidance landscape (m7-l1)
What changedWhich laws, guidance, designs or practices changed because of it?The guidance landscape (m7-l1)
Through the DIM-ICE lensWhich failures were of design, information or management, and in which phase: ingress, circulation or egress?DIM-ICE and RAMP (m7-l2)
SourcesWhich claims rest on a primary source, which on a single news report, and which numbers are disputed?The fact-checking policy used throughout this course

Two habits make the template work. First, keep the crowd’s behaviour and the conditions it was placed in apart, and read the second before judging the first. The panic myth (m3-l1) is so persistent that a report which describes “panic” without describing densities and flows has usually skipped the hard part. Second, write every number with its date and its source. Tolls change, capacities are recalculated, and timelines are revised.

Naming the mechanism

The course classifies incidents by the physical mechanism that killed people, using five categories from its fact sheet plus one of its own. A standing crush is compression in an upright crowd pressed against a barrier or a bottleneck. A progressive collapse, or pile, is what happens when people fall and others fall on top of them. A stairway fall-pile is a collapse on a stair, where the slope keeps adding people to the pile from above. Then there are fires that drive a crowd into its exits, and structural failures of barriers, walls or walkways. The sixth category, tear gas and locked exits, appears twice in the timeline and once in the case studies.

Helbing and Mukerji give the distinction that matters most for prevention: “In a classical crush, people are moving towards a physical bottleneck and die in front of its narrowest point. In a ‘crowd quake’, there is typically no systematic flow directions, but people are pushed around by fluctuating forces.” A crush is prevented upstream, by limiting what arrives at the bottleneck. A crowd quake is prevented by never letting the density get high enough for turbulence to start.

Mechanisms in this moduleGeometry and examples from the timeline. The classification is the course’s.
MechanismTypical geometryExamples in the timeline
Standing crushPens, fences, doors: a fixed boundary with people behindHillsborough 1989; Astroworld 2021; O2 Academy Brixton 2022
Progressive collapseRamps, tunnels, sloping streets: open ground at very high densityMina tunnel 1990; Jamarat Bridge 2006; Love Parade 2010; Itaewon 2022
Stairway fall-pileStairs, especially long ones, dark ones, or ones that end at a doorBethnal Green 1943; Ibrox 1971; Luzhniki 1982
Fire and exit crushAn enclosed space with too few exitsBradford 1985 (a fire, not a crush); The Station 2003
Structural failureBarriers, walls or walkways that give way under loadBurnden Park 1946; Karbala 2019
Tear gas and locked exitsA stadium whose exits are closed when gas is firedLima 1964; Kanjuruhan 2022

Mechanisms mix. At Hillsborough, the Taylor report describes victims held upright by pressure all round, and others who fell when a barrier broke and were pressed down by those behind. The category records the dominant mechanism, not the only one.

The timeline

The timeline below holds every incident in the course’s fact sheet that is recorded as verified or reported by a reputable secondary source: 28 incidents from 1943 to 2025. Each circle’s area is proportional to the number of deaths. Where the toll is contested, the circle shows the lower or official figure, it is hatched, and a dashed ring shows the highest figure on record.

  1. In the default view, compare the stadium row before and after 1990. Which mechanisms appear in the earlier decades?
  2. Switch to “By mechanism”. Which panel holds the most deaths? Which holds the most incidents with no recorded mechanism, and when did they happen?
  3. Select Mina 2015. How much bigger is the dashed ring than the solid circle? Now compare it with the Mina tunnel, 1990. Which is the deadliest incident in the timeline?
  4. Filter to “Progressive collapse” and read the cards. What kind of ground were these people standing on?

Before 1990 the timeline is dominated by football grounds: barriers, walls and stairways under a standing crowd. Since then the large tolls have moved to religious gatherings, streets, ramps and stations, where people fall and pile up on open ground. And the answer to “which was deadliest?” depends on whose count you accept.

Setting and mechanism are the course’s classification of the fact sheet’s descriptions. Where the fact sheet records no mechanism, the circle is drawn hollow and filed under “Mechanism not recorded”. Four incidents are filed under “Setting not in the fact sheet” for the same reason.

What the timeline shows, and what it hides

Three patterns are visible at once. Religious gatherings and football grounds account for most of the deaths. Stairs, tunnels and ramps recur: Bethnal Green’s shelter stair, Stairway 13 at Ibrox, the al-Ma’aisim tunnel, the Love Parade’s ramp and Itaewon’s sloping alley. And the UK’s stadium incidents stop appearing after 1989: Hillsborough’s final report led to all-seater stadiums in the top two divisions by August 1994.

The third pattern needs care. The claim that there has been no fatal crowd crush at a UK football stadium since Hillsborough could not be verified, so the course does not make it. Two recent events show why the record is no reason for comfort: at the Euro 2020 final at Wembley about 2,000 people entered without tickets, and a review found it was “genuinely lucky” that things were not worse; at the O2 Academy Brixton in December 2022, two people died in a crush at the doors of a music venue.

The timeline contains only the incidents the course could check. Many others are missing, and several recent ones were left out because no reliable toll could be found. Do not compute trends from it, such as “deaths per decade”. Use it to see what kinds of place and mechanism recur, which is what it is good for.

Two kinds of uncertainty run through the data. The first is the toll. Mina 2015’s official figure and the independent tallies differ by more than a factor of three; at Prayagraj in 2025 the official figure went from 30 to 37 while a BBC Hindi investigation found at least 82; Phnom Penh’s official toll was revised down from 456 to 347. The second is the mechanism. For many recent incidents no published analysis says how people died, which is why so many recent circles are hollow.

Two reputable sources give tolls for the same incident that differ by a factor of three. List three reasons this can happen, and say how you would write the toll in a report.

The official figure may never have been updated (Mina 2015’s 769 was not); an official count may stop before every death is known, as Hillsborough’s grew from 94 on the day to 97 by 2021; independent tallies may be built from different data, such as the totals announced by each country whose citizens died. Write both figures, each with its source, and say that they disagree.

Design, information, management

Keith Still’s DIM-ICE model was built from the analysis of incidents, and it gives the template’s last question its vocabulary. Still sorts disasters into “Design problems (too many people, not enough space), Information issues (sudden changes in the environment, poor or no information, confusing signage etc) or management problems (good design, good information, badly managed).” In a 2020 paper he and colleagues wrote that “the design element was the fundamental causality in over half of the incidents”, and that “After major incidents when facts are analysed the crowd is rarely the cause.”

A useful way to classify a failure is to ask a counterfactual for each letter. If the space had been big enough for the number of people who came, would it still have happened? If the people arriving had known what was happening ahead of them, would they have kept coming? If someone with authority had acted on what they could see, would it have stopped? A “yes, it would still have happened” on two of the three points to the third. Most of the cases that follow fail on more than one.

Each case study ends with a DIM-ICE matrix filled in from the inquiry findings. Red marks a failure that the cited findings say contributed; amber, a factor that played a part; green, one that worked or was not at issue. The cells are editable, so you can record your own reading next to the course’s.

How to read an inquiry report

Inquiry reports are long, and the order in which they are published matters as much as what they say. A few habits help.

  • Note which stage you are reading. Hillsborough had an interim report in August 1989 that named “the failure of police control” as the main reason, a final report in January 1990 with 76 recommendations, an Independent Panel report in 2012, and inquests that concluded in 2016. Each later stage revised what came before.
  • Separate findings from recommendations. A finding says what happened; a recommendation says what should change. Recommendations tell you what the authors thought was fixable, which is not the same as what was most important.
  • Check the medical evidence against the narrative. The Hillsborough Independent Panel cast “significant doubt” on the assumption that every victim lost consciousness within seconds and died within minutes. That assumption had shaped earlier conclusions about what the emergency response could have achieved.
  • Read criminal outcomes for what they are. A trial that ends without a verdict, as the Love Parade trial did in 2020, is not a finding that nobody was at fault. A grand jury that declines to indict, as at Astroworld in 2023, answers a criminal question, not a safety one.
  • Note what is still open. In Itaewon’s case a special commission is due to report by September 2027. Anything you write before then is provisional.
  • “The first reported toll is the toll.” Tolls rise as injured people die and fall when counts are corrected. Hillsborough’s 97th death was recognised in 2021, 32 years after the disaster.
  • “A stampede is a kind of disaster.” It is a story about the crowd’s behaviour, not a mechanism. The mechanism is a crush, a collapse or a pile, and the cause sits in the space and how it was managed.
  • “The deadliest incidents teach the most.” Small incidents in familiar settings, like Brixton’s two deaths at a music venue’s doors, are often more transferable to your own work than the largest.
  • “A timeline of incidents shows whether things are getting better.” Only if it is complete and its counts are consistent. This one is neither, by design.