Visualizing Uncertainty About the Future
Dados Bibliográficos
| ID | 23344246 |
|---|---|
| Autores | David Spiegelhalter (0000-0001-9350-6745, University of Cambridge, autor correspondente), M Pearson (0000-0002-8161-2660, University of Cambridge), Ian Short (0000-0003-0371-2743, The Open University) |
| Ano | 2011 |
| Volume | 333 |
| Fascículo | 6048 |
| Páginas | 1393-1400 |
| Data de publicação | 2011-09-09 |
| Peer Reviewed | Sim |
| Open Access | Sim |
| Tipo | ARTICLE |
| Periódico | Science (JOURNAL) |
| Identificadores do periódico | ISSN: 0036-8075 • E-ISSN: 0193-4511 |
| Editora | American Association for the Advancement of Science (AAAS) (PUBLISHER) |
| DOI | 10.1126/science.1191181 |
| PMID | 21903802 |
| OpenAlex | W2015011409 |
| Idioma | EN |
| Citações recebidas | 88 |
| Referências citadas | 44 |
We are all faced with uncertainty about the future, but we can get the measure of some uncertainties in terms of probabilities. Probabilities are notoriously difficult to communicate effectively to lay audiences, and in this review we examine current practice for communicating uncertainties visually, using examples drawn from sport, weather, climate, health, economics, and politics. Despite the burgeoning interest in infographics, there is limited experimental evidence on how different types of visualizations are processed and understood, although the effectiveness of some graphics clearly depends on the relative numeracy of an audience. Fortunately, it is increasingly easy to present data in the form of interactive visualizations and in multiple types of representation that can be adjusted to user needs and capabilities. Nonetheless, communicating deeper uncertainties resulting from incomplete or disputed knowledge—or from essential indeterminacy about the future—remains a challenge.
Data mining · Data science · Epistemology · Graphics · Indeterminacy (philosophy) · Infographic · Literacy · Numeracy · Political science · Politics · Representation (politics) · Climate Change Communication and Perception · Computer Science · Data Visualization and Analytics · Psychology · Science and Climate Studies
How Visual Design of Severe Weather Outlooks Can Affect Communication and Decision-Making
Contextualizing Disaster Phases Using Social Media Data
Visualization of causation in social-ecological systems
Communicating Uncertainty
Global Volcanic Hazards and Risk
Observing the Volcano World
Evidence based medicine
Projecting the future burden of cancer
Nudging and Boosting
Communicating uncertainty about facts, numbers and science
ESC Guidelines on cardiovascular disease prevention in clinical practice
Safeguarding human health in the Anthropocene epoch
Getting the Word Out
Testing forecast visualization designs for improving agricultural decision support products
Simple Heuristics in a Social World
The response to receiving phenotypic and genetic coronary heart disease risk scores and lifestyle advice – a qualitative study
To Act or Not To Act? Factors Influencing the General Public’s Decision about Whether to Take Protective Action against Severe Weather
Communicating Probability Information in Weather Forecasts
How Do Laypeople Evaluate the Degree of Certainty in a Weather Report? A Case Study of the Use of the Web Service yr.no
Perceptions, Uses, and Interpretations of Uncertainty in Current Weather Forecasts by Spanish Undergraduate Students
Climate Scientists’ Wide Prediction Intervals May Be More Likely but Are Perceived to Be Less Certain
Weather Literacy in Times of Climate Change
Risk preferences and risk perception affect the acceptance of digital contact tracing
Frequency Formats
Communicating Seismic Risk Information
Consideration of sex/gender in publications of quantitative health-related research
Designing Visualisations for Bayesian Problems According to Multimedia Principles
Navigating scientific modelling and uncertainty
When flood warnings fail
Illustrating the impact of earthquakes
A user-centred design framework for disaster risk visualisation
Volcanic hazard map visualisation affects cognition and crisis decision-making
Examining the roles of visualizations in people's understanding of uncertain storm surge forecasts, interpretation of risk, and decision-making
Predictive Data Stories
Using large ensembles of climate change mitigation scenarios for robust insights
Probability and informed consent
Who shows the Unlikelihood Effect – and why
Vivifying Outbreaks
Communicating Probabilities of Cervical Cancer Screening Results with Icon Arrays or Tree Diagrams
Untangling Trustworthiness and Uncertainty in Science
Contradictory and complex health messages
Visualizing versus verbalizing uncertainty in intelligence analysis
Nudging to Reduce the Perceived Threat of Coronavirus and Stockpiling Intention
Imagining futures
Assessment of health education infographics in Saudi Arabia
The perception gap
The “bread and butter” of science
Public engagement with climate imagery in a changing digital landscape
Communicating probabilistic information from climate model ensembles—lessons from numerical weather prediction
Models of best practice in flood risk communication and management
The socio-environmental data explorer (Sede)
Domains of uncertainty visualization research
Drivers and barriers to knowledge exchange through an envisioned online platform for transdisciplinary research projects
Reframing (inner) terror
Embodied uncertainty
Perceptions of electricity-use communications
Who and What Connects the Dots? Emma Kunz’s Method as Infographics and the Politics of Probability
An Analysis of the Narrative-Building Features of Interactive Sea Level Rise Viewers
Empirical testing of the visualizations of climate change mitigation scenarios with citizens
Salience Versus Proportional Reasoning
How Affect Shapes Risky Choice
Stop trying to predict elections only with twitter – There are other data sources and technical issues to be improved
Effect of visual aids and individual differences of cognitive traits in judgments on food safety
Do contemporary social and health discourses arouse peripartum anxiety? A qualitative investigation of women's accounts
Informed or misinformed choice? Framing effects in a national information pamphlet on colorectal cancer screening
Election predictions in the news
On the Supposed Evidence for Libertarian Paternalism
Assessing local-scale inclusive wealth
Try, try again
A new graphical format to communicate treatment effects to patients—A web‐based randomized controlled trial
How do economic and geospatial factors shape conflict? A Bayesian spatial risk approach to Nigeria
Are we truly irrational and almost impossible to educate? Analyzing the scientific evidence behind libertine paternalism
Taking the High Ground
European migration governance in the context of uncertainty
Dimensions of uncertainty
Waiting or acting now? The effect on willingness-to-pay of delivering inherent uncertainty information in choice experiments
Is the recent increase in national homicide abnormal? Testing the application of fan charts in monitoring national homicide trends over time
Navigating cognition biases in the search of sustainability
Uncertain infographics
An Integrative Framework for Navigating Uncertainty in Science Education
The pros and cons of funnel plots as an aid to risk communication and patient decision making
Geoengineering and Climate Change Polarization
Social media
Dealing with uncertainty
Micromortevida Severina? A comunicação preemptiva dos riscos
Bayesian demography 250 years after Bayes
Acesso ao cuidado na Estratégia Saúde da Família
Un)certain and (ir)regular futures
Making Data Talk
Fixing the communications failure
Keep it complex
Design Features of Graphs in Health Risk Communication
Affect, risk, and decision making.
Grade
Helping Doctors and Patients Make Sense of Health Statistics
Numeracy, ratio bias, and denominator neglect in judgments of risk and probability
Numeracy Skill And The Communication, Comprehension, And Use Of Risk-Benefit Information
Numeric, Verbal, and Visual Formats of Conveying Health Risks
On the Elicitation of Preferences for Alternative Therapies
Judgment under Uncertainty
Risk Communication
Making Numbers Matter
Communicating Quantitative Risk Information
Visualizing Geospatial Information Uncertainty
Guidelines for the Display of Attribute Certainty
Conflict between intuitive and rational processing
| Obras citantes distintas | 88 |
|---|---|
| Citações por ano | 6,29 |
| Intervalo de citações | 2012 - 2026 (15) |
| Velocidade de citação | current |
| Altamente citado | Não |
| Tipos de citação | Neutras: 85 |