Black Bear Attacks in the USA/Data: Difference between revisions
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'''Exposure''' | |||
<datatable2 table="exposure" columns="exposure_level|exposure_days|daily_encounter_rate|injury_given_encounter|fatality_given_injury"> | |||
<head> | |||
!Exposure Level | |||
!Number of Days | |||
!Daily Encounter Rate | |||
!Injury Given Encounter | |||
!Fatality Given Injury | |||
</head> | |||
1 day|1|0.00000955|0.012|0.025 | |||
10 days|10|0.00000955|0.012|0.025 | |||
100 days|100|0.00000955|0.012|0.025 | |||
</datatable2> | |||
The number of days represents the exposure duration in black bear country. The daily encounter rate (0.00000955 or 9.55e-6) is calculated as 1010 close encounters (estimated using similar proportion as grizzlies for black bear interactions) divided by 105.6 million visits in Yellowstone from 1991-2022, adjusted for higher black bear interactions (10,081 total). Injury given encounter (0.012) is 5 injuries divided by estimated 410 close encounters. Fatality given injury (0.025) is based on 2-2.5% mortality rate in black bear attacks. These values are constant across rows as they represent base rates. | |||
* [[https://bioone.org/journals/ursus/volume-2024/issue-35e16/URSUS-D-24-00001/Grizzly-bear-and-American-black-bear-interactions-with-people-in/10.2192/URSUS-D-24-00001.full|Grizzly bear and American black bear interactions with people in Yellowstone National Park]] | |||
* [[https://www.sciencedirect.com/science/article/pii/S1008127517303061|A review of upper limb injuries in bear maul victims]] | |||
'''Location''' | '''Location''' | ||
<datatable2 table="location" columns="location | <datatable2 table="location" columns="location|location_odds_ratio"> | ||
<head> | <head> | ||
!Location | !Location | ||
!Odds Ratio | !Odds Ratio | ||
</head> | </head> | ||
Alaska | Alaska|3.0 | ||
Appalachian Trail States | Appalachian Trail States|1.4 | ||
Other Bear-Populated States | Other Bear-Populated States|1.0 | ||
Non-Bear Area | Non-Bear Area|0.0 | ||
</datatable2> | </datatable2> | ||
Odds ratios are scaled relative to other bear-populated states (baseline = 1.0) based on attack frequency and population exposure. Alaska has higher odds (3.0) due to high black bear density and 3.5 times more fatal attacks than lower 48 states. Appalachian states have moderate odds based on documented attacks. | |||
* [https://wildlife.onlinelibrary.wiley.com/doi/abs/10.1002/jwmg.72 Fatal Black Bear Attacks in North America Over the Last 20 Years] | * [[https://wildlife.onlinelibrary.wiley.com/doi/abs/10.1002/jwmg.72|Fatal Black Bear Attacks in North America Over the Last 20 Years]] | ||
* [https://www.nps.gov/articles/bearattacks.htm Bear Attacks (U.S. National Park Service)] | * [[https://www.nps.gov/articles/bearattacks.htm|Bear Attacks (U.S. National Park Service)]] | ||
'''Activity''' | '''Activity''' | ||
<datatable2 table="activity" columns="activity | <datatable2 table="activity" columns="activity|activity_odds_ratio"> | ||
<head> | <head> | ||
!Activity | !Activity | ||
!Odds Ratio | !Odds Ratio | ||
</head> | </head> | ||
Hiking/Camping with Dog | Hiking/Camping with Dog|2.0 | ||
Hiking/Camping without Dog | Hiking/Camping without Dog|1.0 | ||
Other Outdoor Activities | Other Outdoor Activities|0.8 | ||
Indoor Activities | Indoor Activities|0.2 | ||
</datatable2> | </datatable2> | ||
Odds ratios are scaled relative to hiking/camping without dog (baseline = 1.0). Hiking/camping with dog has higher odds (2.0) as over 50% of 92 black bear attacks involved dogs. Other activities have lower odds. | |||
* [https://wiseaboutbears.org/bear-attacks/ Bear Attacks | Wise About Bears] | * [[https://wiseaboutbears.org/bear-attacks/|Bear Attacks | Wise About Bears]] | ||
'''Season''' | '''Season''' | ||
<datatable2 table="season" columns="season| | <datatable2 table="season" columns="season|season_percentage_attacks|season_months"> | ||
<head> | <head> | ||
!Season | !Season | ||
! | !Percentage of Attacks | ||
! | !Number of Months | ||
</head> | </head> | ||
Summer|50|3 | |||
Other Active Months| | Other Active Months|50|6 | ||
Hibernation Season| | Hibernation Season|0|3 | ||
</datatable2> | </datatable2> | ||
Percentage of attacks by season is estimated from North American data, with summer peak. Number of months for normalization, assuming 9 active months. | |||
* [https://www.newsweek.com/map-show-us-states-most-bear-attacks-1915599 Map Show US States With Most Bear Attacks] | * [[https://www.newsweek.com/map-show-us-states-most-bear-attacks-1915599|Map Show US States With Most Bear Attacks]] | ||
'''Precautionary Measures''' | '''Precautionary Measures''' | ||
<datatable2 table="precautions" columns="precautions| | <datatable2 table="precautions" columns="precautions|precautions_risk_reduction"> | ||
<head> | <head> | ||
!Precautionary Measures | !Precautionary Measures | ||
!Risk | !Risk Reduction Multiplier | ||
</head> | </head> | ||
Bear Spray and Food Storage|0. | Bear Spray and Food Storage|0.02 | ||
Bear Spray Only|0. | Bear Spray Only|0.08 | ||
Food Storage Only|0. | Food Storage Only|0.5 | ||
No Precautions | No Precautions|1.0 | ||
</datatable2> | </datatable2> | ||
Bear spray reduces | Risk reduction multiplier represents the remaining risk after precautions. Bear spray alone reduces risk to 0.08 (92% effectiveness). Combined with food storage assumes near-complete reduction (0.02). Food storage alone reduces to 0.5. | ||
* [https://www.nps.gov/articles/bearattacks.htm Bear Attacks (U.S. National Park Service)] | * [[https://www.nps.gov/articles/bearattacks.htm|Bear Attacks (U.S. National Park Service)]] | ||
* [https://bear.org/how-dangerous-are-black-bears/ How Dangerous Are Black Bears?] | * [[https://bear.org/how-dangerous-are-black-bears/|How Dangerous Are Black Bears?]] | ||
<RiskModel name="encounter_risk" calculation="daily_encounter_rate * exposure_days * location_odds_ratio * activity_odds_ratio * (season_percentage_attacks / season_months) / (100 / 9) * precautions_risk_reduction">Your chance of having a dangerous, close encounter with a black bear is {{One_In_X|{result}}}</RiskModel> | |||
<RiskModel name="injury_risk" calculation="daily_encounter_rate * exposure_days * location_odds_ratio * activity_odds_ratio * (season_percentage_attacks / season_months) / (100 / 9) * precautions_risk_reduction * injury_given_encounter">Your chance of being injured in a black bear attack is {{One_In_X|{result}}}</RiskModel> | |||
<RiskModel name="fatality_risk" calculation="daily_encounter_rate * exposure_days * location_odds_ratio * activity_odds_ratio * (season_percentage_attacks / season_months) / (100 / 9) * precautions_risk_reduction * injury_given_encounter * fatality_given_injury">Your chance of being killed in a black bear attack is {{One_In_X|{result}}}</RiskModel> | |||
Note that risks are averages and vary by subgroup, geography, or circumstance. | |||
Generated by an AI assistant. |
Latest revision as of 03:18, 5 September 2025
Exposure
Exposure Level | Number of Days | Daily Encounter Rate | Injury Given Encounter | Fatality Given Injury |
---|---|---|---|---|
1 day |
1 |
0.00000955 |
0.012 |
0.025 |
10 days |
10 |
0.00000955 |
0.012 |
0.025 |
100 days |
100 |
0.00000955 |
0.012 |
0.025 |
The number of days represents the exposure duration in black bear country. The daily encounter rate (0.00000955 or 9.55e-6) is calculated as 1010 close encounters (estimated using similar proportion as grizzlies for black bear interactions) divided by 105.6 million visits in Yellowstone from 1991-2022, adjusted for higher black bear interactions (10,081 total). Injury given encounter (0.012) is 5 injuries divided by estimated 410 close encounters. Fatality given injury (0.025) is based on 2-2.5% mortality rate in black bear attacks. These values are constant across rows as they represent base rates.
- [bear and American black bear interactions with people in Yellowstone National Park]
- [review of upper limb injuries in bear maul victims]
Location
Location | Odds Ratio |
---|---|
Alaska |
3.0 |
Appalachian Trail States |
1.4 |
Other Bear-Populated States |
1.0 |
Non-Bear Area |
0.0 |
Odds ratios are scaled relative to other bear-populated states (baseline = 1.0) based on attack frequency and population exposure. Alaska has higher odds (3.0) due to high black bear density and 3.5 times more fatal attacks than lower 48 states. Appalachian states have moderate odds based on documented attacks.
Activity
Activity | Odds Ratio |
---|---|
Hiking/Camping with Dog |
2.0 |
Hiking/Camping without Dog |
1.0 |
Other Outdoor Activities |
0.8 |
Indoor Activities |
0.2 |
Odds ratios are scaled relative to hiking/camping without dog (baseline = 1.0). Hiking/camping with dog has higher odds (2.0) as over 50% of 92 black bear attacks involved dogs. Other activities have lower odds.
Season
Season | Percentage of Attacks | Number of Months |
---|---|---|
Summer |
50 |
3 |
Other Active Months |
50 |
6 |
Hibernation Season |
0 |
3 |
Percentage of attacks by season is estimated from North American data, with summer peak. Number of months for normalization, assuming 9 active months.
Precautionary Measures
Precautionary Measures | Risk Reduction Multiplier |
---|---|
Bear Spray and Food Storage |
0.02 |
Bear Spray Only |
0.08 |
Food Storage Only |
0.5 |
No Precautions |
1.0 |
Risk reduction multiplier represents the remaining risk after precautions. Bear spray alone reduces risk to 0.08 (92% effectiveness). Combined with food storage assumes near-complete reduction (0.02). Food storage alone reduces to 0.5.
RiskModel: Black Bear Attacks in the USA/Data:encounter_risk Calculation: daily_encounter_rate * exposure_days * location_odds_ratio * activity_odds_ratio * (season_percentage_attacks / season_months) / (100 / 9) * precautions_risk_reduction Content: Your chance of having a dangerous, close encounter with a black bear is {{One_In_X|{result}}}
RiskModel: Black Bear Attacks in the USA/Data:injury_risk Calculation: daily_encounter_rate * exposure_days * location_odds_ratio * activity_odds_ratio * (season_percentage_attacks / season_months) / (100 / 9) * precautions_risk_reduction * injury_given_encounter Content: Your chance of being injured in a black bear attack is {{One_In_X|{result}}}
RiskModel: Black Bear Attacks in the USA/Data:fatality_risk Calculation: daily_encounter_rate * exposure_days * location_odds_ratio * activity_odds_ratio * (season_percentage_attacks / season_months) / (100 / 9) * precautions_risk_reduction * injury_given_encounter * fatality_given_injury Content: Your chance of being killed in a black bear attack is {{One_In_X|{result}}}
Note that risks are averages and vary by subgroup, geography, or circumstance.
Generated by an AI assistant.