Articles | Volume 17, issue 12 
            
                
                    
            
            
            https://doi.org/10.5194/acp-17-7541-2017
                    © Author(s) 2017. This work is distributed under 
the Creative Commons Attribution 3.0 License.
                the Creative Commons Attribution 3.0 License.
https://doi.org/10.5194/acp-17-7541-2017
                    © Author(s) 2017. This work is distributed under 
the Creative Commons Attribution 3.0 License.
                the Creative Commons Attribution 3.0 License.
Status update: is smoke on your mind? Using social media to assess smoke exposure
                                            Department of Atmospheric Science, Colorado State University, 1371
Campus Delivery, Fort Collins, CO 80523, USA
                                        
                                    Moira Burke
                                            Facebook, Menlo Park, CA 94025, USA
                                        
                                    William Lassman
                                            Department of Atmospheric Science, Colorado State University, 1371
Campus Delivery, Fort Collins, CO 80523, USA
                                        
                                    Gabriele Pfister
                                            National Center for Atmospheric Research, 3450 Mitchell Lane, Boulder,
CO 80301, USA
                                        
                                    Jeffrey R. Pierce
                                            Department of Atmospheric Science, Colorado State University, 1371
Campus Delivery, Fort Collins, CO 80523, USA
                                        
                                    Viewed
                        
                            Total article views: 7,063 (including HTML, PDF, and XML)
                        
                            
                                
                                
                            
                                
                                
                            
                        
                        
                            Cumulative views and downloads 
                                         (calculated since 19 Jan 2017)
                        
                        
                            
                                
                            
                    
        
                    
                    | HTML | XML | Total | Supplement | BibTeX | EndNote | |
|---|---|---|---|---|---|---|
| 5,052 | 1,831 | 180 | 7,063 | 530 | 144 | 221 | 
- HTML: 5,052
 - PDF: 1,831
 - XML: 180
 - Total: 7,063
 - Supplement: 530
 - BibTeX: 144
 - EndNote: 221
 
                        
                            Total article views: 4,293 (including HTML, PDF, and XML)
                        
                            
                                
                                
                            
                                
                                
                            
                        
                        
                            Cumulative views and downloads 
                                         (calculated since 22 Jun 2017)
                        
                        
                            
                                
                            
                    
                    
                    | HTML | XML | Total | Supplement | BibTeX | EndNote | |
|---|---|---|---|---|---|---|
| 2,674 | 1,488 | 131 | 4,293 | 352 | 123 | 170 | 
- HTML: 2,674
 - PDF: 1,488
 - XML: 131
 - Total: 4,293
 - Supplement: 352
 - BibTeX: 123
 - EndNote: 170
 
                        
                            Total article views: 2,770 (including HTML, PDF, and XML)
                        
                            
                                
                                
                            
                                
                                
                            
                        
                        
                            Cumulative views and downloads 
                                         (calculated since 19 Jan 2017)
                        
                        
                            
                                
                            
                    
        
                
            | HTML | XML | Total | Supplement | BibTeX | EndNote | |
|---|---|---|---|---|---|---|
| 2,378 | 343 | 49 | 2,770 | 178 | 21 | 51 | 
- HTML: 2,378
 - PDF: 343
 - XML: 49
 - Total: 2,770
 - Supplement: 178
 - BibTeX: 21
 - EndNote: 51
 
Viewed (geographical distribution)
                                Total article views: 7,063 (including HTML, PDF, and XML)
                                
                                Thereof 6,999 with geography defined
                                    and 64 with unknown origin. 
                            
        
                            
                                Total article views: 4,293 (including HTML, PDF, and XML)
                                
                                Thereof 4,293 with geography defined
                                    and 0 with unknown origin. 
                            
        
                            
                                Total article views: 2,770 (including HTML, PDF, and XML)
                                
                                Thereof 2,691 with geography defined
                                    and 79 with unknown origin. 
                            
                    | Country | # | Views | % | 
|---|
| Country | # | Views | % | 
|---|
| Country | # | Views | % | 
|---|
| Total: | 0 | 
| HTML: | 0 | 
| PDF: | 0 | 
| XML: | 0 | 
- 1
 
1
                            | Total: | 0 | 
| HTML: | 0 | 
| PDF: | 0 | 
| XML: | 0 | 
- 1
 
1
                            | Total: | 0 | 
| HTML: | 0 | 
| PDF: | 0 | 
| XML: | 0 | 
- 1
 
1
                            Cited
19 citations as recorded by crossref.
- Past Variance and Future Projections of the Environmental Conditions Driving Western U.S. Summertime Wildfire Burn Area S. Brey et al. 10.1029/2020EF001645
 - Collecting, analyzing, and visualizing location-based social media data: review of methods in GIS-social media analysis M. McKitrick et al. 10.1007/s10708-022-10584-w
 - Operational Evaluation of a Wildfire Air Quality Model from a Forecaster Point of View B. Ainslie et al. 10.1175/WAF-D-21-0064.1
 - Differential Cardiopulmonary Health Impacts of Local and Long‐Range Transport of Wildfire Smoke S. Magzamen et al. 10.1029/2020GH000330
 - The relationship between monthly air pollution and violent crime across the United States J. Burkhardt et al. 10.1080/21606544.2019.1630014
 - Assessing urban mortality from wildfires with a citizen science network P. Shen et al. 10.1007/s11869-021-01072-0
 - Contribution of Wildland-Fire Smoke to US PM2.5 and Its Influence on Recent Trends K. O’Dell et al. 10.1021/acs.est.8b05430
 - Effect of Human Images in Advertisements on Consumers’ Experiential Purchase Intentions L. Meng et al. 10.1080/00913367.2024.2423158
 - Environmental Conditions, Ignition Type, and Air Quality Impacts of Wildfires in the Southeastern and Western United States S. Brey et al. 10.1029/2018EF000972
 - Estimated Mortality and Morbidity Attributable to Smoke Plumes in the United States: Not Just a Western US Problem K. O’Dell et al. 10.1029/2021GH000457
 - Crowdsourcing Methods for Data Collection in Geophysics: State of the Art, Issues, and Future Directions F. Zheng et al. 10.1029/2018RG000616
 - Smell Pittsburgh Y. Hsu et al. 10.1145/3369397
 - The effect of pollution on crime: Evidence from data on particulate matter and ozone J. Burkhardt et al. 10.1016/j.jeem.2019.102267
 - Wildfire Smoke Particulate Matter Concentration Measurements Using Radio Links From Cellular Communication Networks A. Guyot et al. 10.1029/2020AV000258
 - Correlation of publication frequency of newspaper articles with environment and public health issues in fire-prone peatland regions of Riau in Sumatra, Indonesia M. Ohashi et al. 10.1057/s41599-021-00994-5
 - Dynamic Estimation of Individual Exposure Levels to Air Pollution Using Trajectories Reconstructed from Mobile Phone Data M. Li et al. 10.3390/ijerph16224522
 - Using smartphone technology to reduce health impacts from atmospheric environmental hazards F. Johnston et al. 10.1088/1748-9326/aab1e6
 - A national crowdsourced network of low-cost fine particulate matter and aerosol optical depth monitors: results from the 2021 wildfire season in the United States E. Wendt et al. 10.1039/D3EA00086A
 - Assessing the 2023 Canadian wildfire smoke impact in Northeastern US: Air quality, exposure and environmental justice M. Yu et al. 10.1016/j.scitotenv.2024.171853
 
19 citations as recorded by crossref.
- Past Variance and Future Projections of the Environmental Conditions Driving Western U.S. Summertime Wildfire Burn Area S. Brey et al. 10.1029/2020EF001645
 - Collecting, analyzing, and visualizing location-based social media data: review of methods in GIS-social media analysis M. McKitrick et al. 10.1007/s10708-022-10584-w
 - Operational Evaluation of a Wildfire Air Quality Model from a Forecaster Point of View B. Ainslie et al. 10.1175/WAF-D-21-0064.1
 - Differential Cardiopulmonary Health Impacts of Local and Long‐Range Transport of Wildfire Smoke S. Magzamen et al. 10.1029/2020GH000330
 - The relationship between monthly air pollution and violent crime across the United States J. Burkhardt et al. 10.1080/21606544.2019.1630014
 - Assessing urban mortality from wildfires with a citizen science network P. Shen et al. 10.1007/s11869-021-01072-0
 - Contribution of Wildland-Fire Smoke to US PM2.5 and Its Influence on Recent Trends K. O’Dell et al. 10.1021/acs.est.8b05430
 - Effect of Human Images in Advertisements on Consumers’ Experiential Purchase Intentions L. Meng et al. 10.1080/00913367.2024.2423158
 - Environmental Conditions, Ignition Type, and Air Quality Impacts of Wildfires in the Southeastern and Western United States S. Brey et al. 10.1029/2018EF000972
 - Estimated Mortality and Morbidity Attributable to Smoke Plumes in the United States: Not Just a Western US Problem K. O’Dell et al. 10.1029/2021GH000457
 - Crowdsourcing Methods for Data Collection in Geophysics: State of the Art, Issues, and Future Directions F. Zheng et al. 10.1029/2018RG000616
 - Smell Pittsburgh Y. Hsu et al. 10.1145/3369397
 - The effect of pollution on crime: Evidence from data on particulate matter and ozone J. Burkhardt et al. 10.1016/j.jeem.2019.102267
 - Wildfire Smoke Particulate Matter Concentration Measurements Using Radio Links From Cellular Communication Networks A. Guyot et al. 10.1029/2020AV000258
 - Correlation of publication frequency of newspaper articles with environment and public health issues in fire-prone peatland regions of Riau in Sumatra, Indonesia M. Ohashi et al. 10.1057/s41599-021-00994-5
 - Dynamic Estimation of Individual Exposure Levels to Air Pollution Using Trajectories Reconstructed from Mobile Phone Data M. Li et al. 10.3390/ijerph16224522
 - Using smartphone technology to reduce health impacts from atmospheric environmental hazards F. Johnston et al. 10.1088/1748-9326/aab1e6
 - A national crowdsourced network of low-cost fine particulate matter and aerosol optical depth monitors: results from the 2021 wildfire season in the United States E. Wendt et al. 10.1039/D3EA00086A
 - Assessing the 2023 Canadian wildfire smoke impact in Northeastern US: Air quality, exposure and environmental justice M. Yu et al. 10.1016/j.scitotenv.2024.171853
 
Discussed (final revised paper)
Discussed (preprint)
Latest update: 04 Nov 2025
Short summary
                    We explore using the percent of Facebook posters mentioning 
                    smokeor
air qualityto assess exposure to wildfire smoke in the western US during summer 2015. We compare this de-identified, aggregated Facebook dataset to satellite observations, surface measurements, and model-simulated concentrations, and we find good agreement in smoke-impacted regions. Our results suggest that aggregate social media data can be used to supplement traditional datasets to estimate smoke exposure.
We explore using the percent of Facebook posters mentioning 
                    
                smokeor
air qualityto assess...
Altmetrics
                
                Final-revised paper
            
            
                    Preprint