1. The document analyzes trends in hourly traffic crashes between 2005-2010 in the Chicago region, finding that fatal and serious crashes decreased 31-46% while regional vehicle miles traveled (VMT) only fell 3.1%.
2. Late night/early morning hours experienced the largest VMT decreases, up to 18%, and have the highest fatal crash rates per VMT. However, late night freeway fatality rates remained similar over the study period.
3. Serious crashes on non-freeways were more common during morning and evening peaks, but weekends after midnight had the highest serious crash rate per VMT and number of hourly fatalities. The late night non-freeway fatality rate was up
Drowsy driving was reportedly involved in 2.2-2.6% of all fatal crashes annually from 2005-2009 according to national databases. In 2009 specifically, 2.5% (832) of all traffic fatalities involved drowsy driving. While the total number of fatalities has decreased slightly over this period, the proportion involving drowsy driving has remained around 2.3-2.7%. Drowsy driving was also involved in an estimated 1.3% of all police-reported crashes in 2009, including 2% of injury crashes and 1% of property-damage-only crashes.
This paper analyzes factors that affect drunk-driving crashes in the U.S. from 1994 to 2010 through a literature review and regression analysis. The model constructed shows macroeconomic conditions like unemployment rate and per capita income, along with microeconomic variables including gasoline prices and alcohol taxes, significantly impact drunk-driving crashes. Previous studies mostly focused on the effects of public policies, while this paper integrates both macro/micro economic variables and policies to examine their combined impacts. Regression analysis is used to quantify the relationships between drunk-driving crashes and selected economic factors.
The report summarizes use of force incidents by the Honolulu Police Department in 2019. There were 2,354 reported incidents, an increase from 2018. Physical confrontation techniques were used most often (53% of applications). The most common types of incidents requiring force were simple assault (13.4%), mental health cases (13.2%), and miscellaneous public cases (6.7%). Most incidents occurred on Mondays and Saturdays between midnight and 1:59am and involved males aged 34 on average, with the largest proportion being Native Hawaiian/Pacific Islanders (34.5%).
The document analyzes the effect of urban and rural interstate speed limits on automobile fatality rates in the United States from 1994 to 2008 using panel data. Three models are estimated: 1) a fixed effects panel regression with robust standard errors, 2) a fixed effects panel regression with AR(1) disturbances, and 3) a fixed effects panel regression with MA(1) disturbances and Driscoll-Kraay standard errors to control for cross-sectional dependence. The results of the first two models show an average 0.81% increase in fatalities for every 1 mph increase in urban speed limits but statistically insignificant effects for changes to higher speed limits. The third model controls for additional sources of dependence and trends in the data
Voter turnout declined in the 2012 US presidential election compared to 2008 and 2004, dropping from 62.3% in 2008 to an estimated 57.5% in 2012. While the number of eligible voters increased by over 8 million, the total number of votes cast declined by about 5 million. Turnout decreased across most states for both Republican and Democratic voters. States with competitive races saw higher turnout on average compared to other states. The report analyzed trends in voter registration and turnout over time and found mixed signs as to whether the 2012 decline signals a return to longer-term downward trends in participation or was a temporary setback.
Distracted Driving is Now a Serious Offense in WashingtonCharlene_Philip
Distracted driving is one of the leading causes of vehicle crashes and traffic deaths in the United States. According to the Centers for Disease Control and Prevention (CDC), at least nine people die every day because of it. Around 1,000 develop injuries, which can be serious. In Washington State, fatalities due to distracted driving went up 32 percent between 2014 and 2015.
Drowsy driving was reportedly involved in 2.2-2.6% of all fatal crashes annually from 2005-2009 according to national databases. In 2009 specifically, 2.5% (832) of all traffic fatalities involved drowsy driving. While the total number of fatalities has decreased slightly over this period, the proportion involving drowsy driving has remained around 2.3-2.7%. Drowsy driving was also involved in an estimated 1.3% of all police-reported crashes in 2009, including 2% of injury crashes and 1% of property-damage-only crashes.
This paper analyzes factors that affect drunk-driving crashes in the U.S. from 1994 to 2010 through a literature review and regression analysis. The model constructed shows macroeconomic conditions like unemployment rate and per capita income, along with microeconomic variables including gasoline prices and alcohol taxes, significantly impact drunk-driving crashes. Previous studies mostly focused on the effects of public policies, while this paper integrates both macro/micro economic variables and policies to examine their combined impacts. Regression analysis is used to quantify the relationships between drunk-driving crashes and selected economic factors.
The report summarizes use of force incidents by the Honolulu Police Department in 2019. There were 2,354 reported incidents, an increase from 2018. Physical confrontation techniques were used most often (53% of applications). The most common types of incidents requiring force were simple assault (13.4%), mental health cases (13.2%), and miscellaneous public cases (6.7%). Most incidents occurred on Mondays and Saturdays between midnight and 1:59am and involved males aged 34 on average, with the largest proportion being Native Hawaiian/Pacific Islanders (34.5%).
The document analyzes the effect of urban and rural interstate speed limits on automobile fatality rates in the United States from 1994 to 2008 using panel data. Three models are estimated: 1) a fixed effects panel regression with robust standard errors, 2) a fixed effects panel regression with AR(1) disturbances, and 3) a fixed effects panel regression with MA(1) disturbances and Driscoll-Kraay standard errors to control for cross-sectional dependence. The results of the first two models show an average 0.81% increase in fatalities for every 1 mph increase in urban speed limits but statistically insignificant effects for changes to higher speed limits. The third model controls for additional sources of dependence and trends in the data
Voter turnout declined in the 2012 US presidential election compared to 2008 and 2004, dropping from 62.3% in 2008 to an estimated 57.5% in 2012. While the number of eligible voters increased by over 8 million, the total number of votes cast declined by about 5 million. Turnout decreased across most states for both Republican and Democratic voters. States with competitive races saw higher turnout on average compared to other states. The report analyzed trends in voter registration and turnout over time and found mixed signs as to whether the 2012 decline signals a return to longer-term downward trends in participation or was a temporary setback.
Distracted Driving is Now a Serious Offense in WashingtonCharlene_Philip
Distracted driving is one of the leading causes of vehicle crashes and traffic deaths in the United States. According to the Centers for Disease Control and Prevention (CDC), at least nine people die every day because of it. Around 1,000 develop injuries, which can be serious. In Washington State, fatalities due to distracted driving went up 32 percent between 2014 and 2015.
The PODIS Automatic Crash Notification system can make a positive impact by reducing road fatalities because it minimises the time that first responders are on site; An all-IP Client-Server solution that is vehicle agnostic and is offered via authorised resellers as a B2B service.
For more information, contact info (at) podis (dot) uk
Wrong-Way Driving Fatal Crashes in the United StatesFatemeh Baratian
This document summarizes a study analyzing wrong-way driving crashes in the US using data from the Fatality Analysis Reporting System between 2004-2011. Some key findings include:
- On average, 269 fatal crashes occurred each year resulting in 358 deaths due to wrong-way driving.
- While total traffic fatalities decreased over 4% annually, wrong-way driving fatal crashes only decreased 1.4%.
- The top 3 states (California, Texas, and Florida) accounted for nearly 30% of wrong-way crashes and fatalities.
- On average, 1.3 people died in each wrong-way driving fatal crash.
Party List System in the Philippines: An AssessmentTomVillarin
The document discusses and analyzes the party list system of elections in the Philippines established under Republic Act 7941. It provides an overview of key issues regarding who can participate, the 2% threshold and seat allocation formula. It also summarizes the results of the 2019 party list elections, noting trends of business interests and political dynasties dominating as well as Supreme Court rulings expanding participation beyond marginalized sectors.
- The document analyzes cycling road accident casualties in Great Britain from 1985-2010 using regression models to investigate the relationship between casualties and factors like age, vehicle mileage, and HGV mileage.
- It finds an absolute and exposure-adjusted reduction in cycling casualties over this period, as well as an increase in the average age of casualties. Cars were found to better predict cycling casualties than HGVs.
- The results contribute to evidence that cycling safety in the UK has increased, despite declines in cycling participation, but policies are still needed to further reduce risks and increase cycling rates.
This document summarizes previous research on the relationship between income and corruption. It discusses how income may be endogenous to corruption and past studies have found both positive and negative relationships. The author uses a fixed effects model with instrumental variables to account for endogeneity and allow for non-linear relationships. The results suggest that as income increases, corruption decreases but at a decreasing rate, and that the effect varies across different income levels with internet reducing corruption more in wealthier countries.
This document provides an overview of substance abuse issues in Monroe County, Michigan. It finds that drug overdose deaths have increased from 14 in 2004 to 41 in 2013, with heroin, methadone, and cocaine being top contributors. The county currently funds prevention programs and medication take-back events using various sources, but recommends expanding treatment and prevention services given the growing problem. Appendices provide more data on demographics, programs, and funding sources for substance abuse services in the county.
This document discusses the problems with cronyism and corruption in Greece's economy. It notes that Greece has very low scores on various indices measuring economic freedom and competitiveness, ranking last in the EU. It attributes this to Greece having "extractive institutions" designed by political elites to benefit themselves rather than inclusive institutions that secure property rights and create opportunities for all citizens. Charts show that countries with higher economic freedom tend to have lower corruption, stronger political and civil rights, and higher incomes for the poorest 10% of the population. The document argues for reforming Greece's institutions and policies to be more open and competitive in order to reduce corruption and cronyism and benefit citizens.
Referencias bibliográficas con normas apa en ms officepcuenca1997
Este documento proporciona instrucciones sobre cómo insertar citas y crear una bibliografía con normas APA en Microsoft Office 2013. Explica cómo seleccionar el estilo APA, insertar citas al final de frases de texto, agregar nuevas fuentes bibliográficas o marcadores de posición, y rellenar la información requerida para cada fuente.
The document discusses the benefits of exercise for mental health. Regular physical activity can help reduce anxiety and depression and improve mood and cognitive function. Exercise causes chemical changes in the brain that may help protect against mental illness and improve symptoms for those who already suffer from conditions like anxiety and depression.
El documento habla sobre la implementación de un sistema de contenerización en la Ciudad de Buenos Aires para mejorar la gestión de residuos sólidos urbanos. Ahora es obligatorio disponer la basura dentro de los contenedores metálicos o plásticos provistos por el gobierno entre las 20-21 horas. El objetivo es separar los residuos húmedos de los reciclables para reducir la cantidad de basura que va a rellenos sanitarios de acuerdo a la Ley de Basura Cero. Se aplicarán multas a quienes no cumplan con disponer
Taking a semester abroad as an exchange student involved great risks but also opportunities for personal and professional growth. The risks included using savings, resigning from a stable job, and delaying studies. However, the opportunity would challenge and expand the author's horizons. After evaluating the risks, the author decided the experience would improve career prospects and provide a unique educational and cultural experience. The outcome was that the author successfully challenged themselves, expanded their worldview, started a new global career, gained maturity and knowledge, and made lifelong friends while traveling Europe.
This document lists the titles of hundreds of books along with their authors. It provides a reference list for finding the author of a book. The document is from gk.tamilgod.org, a website for general knowledge and facts about Tamil gods and literature. It includes books from all genres and time periods ranging from classics like the Ramayana and Mahabharata to more modern works. The list spans multiple languages and countries of origin.
Este documento presenta información sobre varios indicadores económicos clave de Colombia, como el PIB real, la inflación, la tasa de desempleo, la tasa de ocupación, la tasa de interés, el deflactor del PIB e índice de precios al consumidor. Muestra gráficos del comportamiento histórico de cada indicador entre 2001-2015. El documento también proporciona datos básicos sobre la economía colombiana, como su posición como cuarta economía más grande de América Latina y su participación en tratados de libre comerc
Survey on Enhancing Accident Safety: Technological SolutionsIRJET Journal
This document summarizes research on using IoT and deep learning technologies to enhance accident safety. It discusses how IoT sensors can detect factors like alcohol consumption and drowsiness in real-time and how deep learning algorithms can analyze data to predict accidents. The document reviews literature on different technological solutions for accident prevention, including alcohol detection systems that use sensors to monitor drivers and prevent intoxicated driving. It highlights the potential of integrating IoT and deep learning to develop comprehensive accident prevention and detection systems.
The document discusses road accidents in India and methods to reduce them using Six Sigma methodologies. It notes that road accidents have significantly increased in India in recent decades. Various statistics about road accidents from 2002-2011 are presented, showing increases in total accidents, deaths, and injuries over that period. Major causes of road accidents discussed include speeding, drunken driving, distractions, and ignoring traffic lights. Reducing these unsafe behaviors through improved safety measures and traffic management could help lower India's high rate of road accident deaths and injuries.
This document analyzes road accidents in Kerala, India. It finds that road accidents in Kerala nearly doubled between 1960 and 1965, and continued increasing sharply until 2006. Efforts by the Kerala Road Safety Authority starting in 2007 have led to a 17% reduction in accidents between 2005 and 2010. Mathematics plays a key role in analyzing accidents, such as determining vehicle speeds from collision angles and momentum. Unique solutions can be found to determine factors like who was driving.
The PODIS Automatic Crash Notification system can make a positive impact by reducing road fatalities because it minimises the time that first responders are on site; An all-IP Client-Server solution that is vehicle agnostic and is offered via authorised resellers as a B2B service.
For more information, contact info (at) podis (dot) uk
Wrong-Way Driving Fatal Crashes in the United StatesFatemeh Baratian
This document summarizes a study analyzing wrong-way driving crashes in the US using data from the Fatality Analysis Reporting System between 2004-2011. Some key findings include:
- On average, 269 fatal crashes occurred each year resulting in 358 deaths due to wrong-way driving.
- While total traffic fatalities decreased over 4% annually, wrong-way driving fatal crashes only decreased 1.4%.
- The top 3 states (California, Texas, and Florida) accounted for nearly 30% of wrong-way crashes and fatalities.
- On average, 1.3 people died in each wrong-way driving fatal crash.
Party List System in the Philippines: An AssessmentTomVillarin
The document discusses and analyzes the party list system of elections in the Philippines established under Republic Act 7941. It provides an overview of key issues regarding who can participate, the 2% threshold and seat allocation formula. It also summarizes the results of the 2019 party list elections, noting trends of business interests and political dynasties dominating as well as Supreme Court rulings expanding participation beyond marginalized sectors.
- The document analyzes cycling road accident casualties in Great Britain from 1985-2010 using regression models to investigate the relationship between casualties and factors like age, vehicle mileage, and HGV mileage.
- It finds an absolute and exposure-adjusted reduction in cycling casualties over this period, as well as an increase in the average age of casualties. Cars were found to better predict cycling casualties than HGVs.
- The results contribute to evidence that cycling safety in the UK has increased, despite declines in cycling participation, but policies are still needed to further reduce risks and increase cycling rates.
This document summarizes previous research on the relationship between income and corruption. It discusses how income may be endogenous to corruption and past studies have found both positive and negative relationships. The author uses a fixed effects model with instrumental variables to account for endogeneity and allow for non-linear relationships. The results suggest that as income increases, corruption decreases but at a decreasing rate, and that the effect varies across different income levels with internet reducing corruption more in wealthier countries.
This document provides an overview of substance abuse issues in Monroe County, Michigan. It finds that drug overdose deaths have increased from 14 in 2004 to 41 in 2013, with heroin, methadone, and cocaine being top contributors. The county currently funds prevention programs and medication take-back events using various sources, but recommends expanding treatment and prevention services given the growing problem. Appendices provide more data on demographics, programs, and funding sources for substance abuse services in the county.
This document discusses the problems with cronyism and corruption in Greece's economy. It notes that Greece has very low scores on various indices measuring economic freedom and competitiveness, ranking last in the EU. It attributes this to Greece having "extractive institutions" designed by political elites to benefit themselves rather than inclusive institutions that secure property rights and create opportunities for all citizens. Charts show that countries with higher economic freedom tend to have lower corruption, stronger political and civil rights, and higher incomes for the poorest 10% of the population. The document argues for reforming Greece's institutions and policies to be more open and competitive in order to reduce corruption and cronyism and benefit citizens.
Referencias bibliográficas con normas apa en ms officepcuenca1997
Este documento proporciona instrucciones sobre cómo insertar citas y crear una bibliografía con normas APA en Microsoft Office 2013. Explica cómo seleccionar el estilo APA, insertar citas al final de frases de texto, agregar nuevas fuentes bibliográficas o marcadores de posición, y rellenar la información requerida para cada fuente.
The document discusses the benefits of exercise for mental health. Regular physical activity can help reduce anxiety and depression and improve mood and cognitive function. Exercise causes chemical changes in the brain that may help protect against mental illness and improve symptoms for those who already suffer from conditions like anxiety and depression.
El documento habla sobre la implementación de un sistema de contenerización en la Ciudad de Buenos Aires para mejorar la gestión de residuos sólidos urbanos. Ahora es obligatorio disponer la basura dentro de los contenedores metálicos o plásticos provistos por el gobierno entre las 20-21 horas. El objetivo es separar los residuos húmedos de los reciclables para reducir la cantidad de basura que va a rellenos sanitarios de acuerdo a la Ley de Basura Cero. Se aplicarán multas a quienes no cumplan con disponer
Taking a semester abroad as an exchange student involved great risks but also opportunities for personal and professional growth. The risks included using savings, resigning from a stable job, and delaying studies. However, the opportunity would challenge and expand the author's horizons. After evaluating the risks, the author decided the experience would improve career prospects and provide a unique educational and cultural experience. The outcome was that the author successfully challenged themselves, expanded their worldview, started a new global career, gained maturity and knowledge, and made lifelong friends while traveling Europe.
This document lists the titles of hundreds of books along with their authors. It provides a reference list for finding the author of a book. The document is from gk.tamilgod.org, a website for general knowledge and facts about Tamil gods and literature. It includes books from all genres and time periods ranging from classics like the Ramayana and Mahabharata to more modern works. The list spans multiple languages and countries of origin.
Este documento presenta información sobre varios indicadores económicos clave de Colombia, como el PIB real, la inflación, la tasa de desempleo, la tasa de ocupación, la tasa de interés, el deflactor del PIB e índice de precios al consumidor. Muestra gráficos del comportamiento histórico de cada indicador entre 2001-2015. El documento también proporciona datos básicos sobre la economía colombiana, como su posición como cuarta economía más grande de América Latina y su participación en tratados de libre comerc
Survey on Enhancing Accident Safety: Technological SolutionsIRJET Journal
This document summarizes research on using IoT and deep learning technologies to enhance accident safety. It discusses how IoT sensors can detect factors like alcohol consumption and drowsiness in real-time and how deep learning algorithms can analyze data to predict accidents. The document reviews literature on different technological solutions for accident prevention, including alcohol detection systems that use sensors to monitor drivers and prevent intoxicated driving. It highlights the potential of integrating IoT and deep learning to develop comprehensive accident prevention and detection systems.
The document discusses road accidents in India and methods to reduce them using Six Sigma methodologies. It notes that road accidents have significantly increased in India in recent decades. Various statistics about road accidents from 2002-2011 are presented, showing increases in total accidents, deaths, and injuries over that period. Major causes of road accidents discussed include speeding, drunken driving, distractions, and ignoring traffic lights. Reducing these unsafe behaviors through improved safety measures and traffic management could help lower India's high rate of road accident deaths and injuries.
This document analyzes road accidents in Kerala, India. It finds that road accidents in Kerala nearly doubled between 1960 and 1965, and continued increasing sharply until 2006. Efforts by the Kerala Road Safety Authority starting in 2007 have led to a 17% reduction in accidents between 2005 and 2010. Mathematics plays a key role in analyzing accidents, such as determining vehicle speeds from collision angles and momentum. Unique solutions can be found to determine factors like who was driving.
There was an increasing trend from 2010 to 2011 motor traffic accidents in Kuwait City, passengers and pedestrians are always at highest risk of being injured or killed on the road. Quantitative and qualitative results indicated that the technical element of the highway construction, irresponsibility, poor management, cell phones, alcohol and drugs, age of the victims and poor condition of services were the causes of traffic accidents in Kuwait. The study recommended that the government should review legislation regarding employment of drivers, and working conditions of police force should be improved, public road safety campaigns should be conducted, and new driving license system should be imposed. The use of cell phones while driving should be restricted. The hospital and police records should be updated with the number of road victims, the hospital staff, traffic police and ambulance personnel should be considered for intensive training on emergency and preparedness, and regular vehicle inspection should be introduced in Kuwait City.
Keyword: Traffic- accidents-Risk Theory-System Theory-Triangulation- method
There was an increasing trend from 2010 to 2011 motor traffic
accidents in Kuwait City, passengers and pedestrians are
always at highest risk of being injured or killed on the road.
Quantitative and qualitative results indicated that the technical
element of the highway construction, irresponsibility, poor
management, cell phones, alcohol and drugs, age of the
victims and poor condition of services were the causes of
traffic accidents in Kuwait. The study recommended that the
government should review legislation regarding employment
of drivers, and working conditions of police force should be
improved, public road safety campaigns should be conducted,
and new driving license system should be imposed. The use of
cell phones while driving should be restricted. The hospital
and police records should be updated with the number of road
victims, the hospital staff, traffic police and ambulance
personnel should be considered for intensive training on
emergency and preparedness, and regular vehicle inspection
should be introduced in Kuwait City.
Keyword: Traffic- accidents-Risk Theory-System Theory, Triangulation-method
Although Bangladesh is one of the lowest motorised countries in the world, it has, however, the worst road fatality rates in world. The estimated number of road traffic accident fatalities per 10,000 on road motor vehicle for Bangladesh is very high by international standards, as the fatality rates for motorized countries is usually less than 2 (2 in the United States of America and 1.4 in the United Kingdom of Great Britain and Northern Ireland).
Road safety and accident prevention in IndiaRohit Sharma
Road accidents are a human tragedy. They involve high human suffering and monetary costs in terms of untimely deaths, injuries and loss of potential income. Although we have undertaken many initiatives and are implementing various road safety improvement program the overall situation as revealed by data is far from satisfactory. During the calendar year 2010, there were close to 5 lakh road accidents in India, which resulted in more than 1.3 lakh persons. These numbers translate intone road accident every minute, and one road accident death every 4 minutes. Unfortunately, more than half the victims are in the economically active age group of 25-65 years. The loss of the main bread winner can be catastrophic.
Road traffic accidents are amenable to remedial action. Many a countries have curbed the menace of road accidents by
adopting a multipronged approach to road safety that encompasses broad range of measures, such as, traffic management, design and quality of road infrastructure, application of intelligent transport system, safer vehicles, law enforcement, effective and quick accident response and care etc. The Government alone cannot tackle road safety problems. There is a need for active involvement of all stake- holders to promote policy reform and implementation of road safety measures.
Addressing road safety is comprehensive manner underscores the need to involve multiple agencies and sectors like health, transport and police. The present study provides the magnitude and various dimensions of road accident in India. The analysis on road accidents in this study will help to create awareness, guidelines and assist in informed decision making on road safety.
A moving average analysis of the age distribution andAlexander Decker
This document analyzes road traffic fatality data in Ghana from 2001-2010. It finds:
1) The number of road traffic fatalities is increasing overall and within each age group over the 10-year period.
2) The 16-45 age group accounts for 60.2% of total fatalities, making it the most vulnerable.
3) The number of fatalities is projected to increase from 1,987 in 2010 to 3,677 in 2030 - an 85% rise - if the trend continues.
A moving average analysis of the age distribution andAlexander Decker
This document analyzes road traffic fatality data in Ghana from 2001-2010. It finds that:
1) The number of road traffic fatalities is increasing overall and within each age group over the 10-year period.
2) The age group most at risk is between 16-45 years old, which accounts for 60.2% of total fatalities.
3) Males experience a disproportionately high rate of road traffic fatalities, around 3 times the rate of females.
Analysis of Traffic Law Violations and Traffic Accidents with their Enforceme...AI Publications
More than about 1.24 million of people killed each year due to road traffic crashes worldwide. Out of these deaths, more than one fifth occur among pedestrians Promoting the level of road traffic law enforcement plays a great role in reducing traffic crashes. For assessing of traffic law enforcement, the registered data of traffic violation for the years 2015-2017 were taken from the Traffic Police Department to describe the activities of traffic police personnel in enforcing traffic laws. The violations were categorized into four groups: -those related to driving, vehicle, parking and others, and Traffic Law Enforcement into safety and other traffic law enforcement activities. The types of vehicles involved in the violations were categorized as cars, small load vehicles, motor-cycles, Bajaj and other. Traffic Police had registered a total of 77 traffic-law violation in the year 2015,65 in the year 2016, and 86 in the year 2017. Driving violation was the highest registered violation in the three years, and it was slightly higher in 2017. The categories of cars and small load vehicles were the highest registered vehicles in number of violations with in the three years. For motorized two wheeler vehicles the highest number of registered violation in the three years were the one that related to driving. Out of all vehicle related and other violations were registered more commonly for cars in 2015 and 2016 respectively. From the registered violations, parking related violation was occurred only in 2017. The safety related traffic law enforcement was 89.96 % of the total traffic law enforcement activity.
With the use of SQL Server and SSAS, performed analysis for Road Accidents in the United Kingdom, to study how different road condition, road surface, Potholes, weather condition, light situation are going to affect on driving skills and leads to accidents. In this Study R programming used to Clean Database and SQL server and SSAS to Create ETL Cube to generate reports flexibly.
IMPROVING THE QUALITY OF LIFE IN AUSTIN THROUGH THE REDUCTION OF TRAFFIC CONG...IRJET Journal
This document proposes a new system to reduce traffic congestion in Austin, Texas. It discusses the current traffic issues in Austin, including prolonged travel times and uncertainty in schedules. The proposed system would incorporate customer and system requirements, such as tracking potential passenger and traffic patterns. It would use GPS and real-time traffic information. The system is designed to improve the quality of public transportation and enhance quality of life by reducing traffic congestion in Austin.
This document analyzes the effect of urban and rural interstate speed limits on automobile fatality rates in the United States from 1994 to 2008 using panel data and regression analysis. The results show an average 0.81% increase in fatalities for every 1 mph increase in urban speed limits. However, dummy variables for changes to higher speed limits were statistically insignificant. Three models are used to control for trends, heteroscedasticity, autocorrelation, and cross-sectional dependence. The best model employs Driscoll-Kraay standard errors, fixed effects, and an MA(1) process.
This document analyzes accidents on state highways. It discusses factors that contribute to accidents like increased traffic volume due to population growth and lack of road safety features. Common causes of accidents are distracted driving, speeding, reckless behavior, and impaired driving. The conclusion recommends improvements like widening narrow bridges, controlling speeds, restricting overloading, and adding safety features to reduce accidents on high-risk road segments.
IRJET-Road Traffic Accident Analysis and Prediction Model: A Case Study of Va...IRJET Journal
This document discusses road traffic accidents in Vadodara City, India. It analyzes accident data from 2010-2016 collected from local police stations. Key findings include:
- Accident severity, the number of people killed per 100 accidents, increased over this period.
- The highest numbers of accidents occurred in March-April and involved two and four-wheelers.
- Factors contributing to accidents included lack of median barriers, footpaths, traffic signals and signs.
- The study aims to identify causes of accidents, develop an accident prediction model, and propose safety improvements to reduce accidents.
This document discusses the implementation and effectiveness of airbags in reducing highway fatalities. Airbags were introduced in the 1970s but not required until 1998. Over the past 40 years, advancements like airbags, seatbelts, and fuel system standards have increased vehicle safety. A regression model analyzed how factors like year, vehicle miles traveled (VMT), and percentage of vehicles with airbags affected total passenger fatalities from 1975-2014. The regression showed fatalities declining over time as more vehicles were equipped with airbags, though the effect of the airbag percentage was not statistically significant.
COUNTRIES CAPABILITIES TO ACHIEVE ambitiousAMBITIOUSBambangWahono3
The purpose of the research paper is to observe and analyze how the economic growth of EU countries is
accompanied by growth of motorization rate, which causes accidents in roads which causes huge amounts of killed
and injured people. Research methodology is statistical analysis of economic growth, motorization rate and road
accidents in the EU countries during the period of 2010–2020. In the research paper the quantitative analysis and
comparison method are applied. Findings: research paper shows how in the EU countries increase of motor vehicles
causes road accidents and mortality of people. According to the level of economic development there are differences
between growth of motorization rate and decrease of fatalities. Because at low income levels the rate of increase in
motor vehicles outpaces the decline in fatalities per motor vehicle. At higher income levels, the reverse occurs.
Practical implications: research paper demonstrates for road traffic safety authorities the need to know safety
performance indicators and take them into account in preparing of legislation to strengthen EU vision of “zero
victims”, and give better protection for victims of motor vehicle accidents. Originality – paper analyses the relationship
between motorization levels and fatalities of different economic growth EU countries during last decades.
The Effects of Vehicle Speeds on Accident Frequency within Settlements along ...IJMER
Literature provides overwhelming evidence that a strong relationship exist between
vehicle speed and accident risk, and an outcome severity in the event of an accident. Excessive speed
is said to be a major causal factor of road accidents on trunk roads; contributing 60% of all vehicular
accidents. However, speed rationalization measures implemented on a number of trunk roads in
Ghana have realized very little success. This study therefore investigated the effects of vehicle speeds
on accident frequency within settlements along trunk roads. Data was collected on accidents, vehicle
speeds and other road and environment-related features for ninety-nine (99) settlements delineated
from four (4) trunk roads. Correlation analysis was employed to establish useful relationships and
provided insight into the contributions of relevant road and environmental-related variables to the
occurrence of road traffic accidents. Using the Negative Binomial error structure within the
Generalized Linear Model framework, core (flow-based) models were formulated based on accident
data and exposure variables (vehicle mileage, daily pedestrian flow and travel speed). Incremental
addition of relevant explanatory variables further expanded the core models into comprehensive
models. Findings indicate the main risk factors are number of accesses, daily pedestrian flow and
total vehicle kilometers driven, as vehicle speed did not appear to influence the occurrence of road
traffic accidents within settlements along trunk roads. In settlement corridors, mitigating accident
risks should not focus only on traffic calming but rather on measures that reduce pedestrian and
vehicular conflict situations as well as improve conspicuity around junctions
This document discusses road safety in Georgia. It notes that road traffic accidents are one of the leading causes of death globally and in Georgia, with over 600 deaths in Georgia in 2012. Georgia has a road death rate that is 4 times higher than global leaders. Key causes identified include old vehicles, lack of vehicle inspections or mandatory insurance, high traffic growth, unsafe infrastructure like lack of footpaths, and lack of data collection and education on safe driving practices. The document introduces a mobile app and website called "Friendly Roads" that allows citizens to report hazardous road infrastructure and accidents to help address local traffic safety issues and advocate for safer roads in Georgia.
International Refereed Journal of Engineering and Science (IRJES)irjes
International Refereed Journal of Engineering and Science (IRJES) is a leading international journal for publication of new ideas, the state of the art research results and fundamental advances in all aspects of Engineering and Science. IRJES is a open access, peer reviewed international journal with a primary objective to provide the academic community and industry for the submission of half of original research and applications
Similar to Final_Parry_Frank_CMAP_Hourly_Crashes_ChicagoV2 (20)
International Refereed Journal of Engineering and Science (IRJES)
Final_Parry_Frank_CMAP_Hourly_Crashes_ChicagoV2
1. Hour-of-the-Week Crash Trends between the Years 2005-2010 for the
Chicago, Illinois Region
Parry Frank
Transportation Systems Analyst
Chicago Metropolitan Agency for Planning (CMAP)
233 South Wacker Drive, Suite 800, Chicago, IL 60606
Tel: 312-386-8762
Email: pfrank@cmap.illinois.gov
Word Count is 4,461
Submitted to 2012 ITE Midwestern District Conference and
TRB 4th Urban Street Symposium
June 24-27, 2012
Chicago, Illinois.
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ABSTRACT
Serious and fatal crash rates per VMT, from 2005 to 2010, varied by the hour of the week for the
Chicago, Illinois region. A review of the trends in this variation over six years reveals the effects
of the safety programs and can inform the deployment of safety enhancement resources. Over
this period, the fatal and serious traffic crashes declined between 31% and 46% on the freeways
and other roads while the regional VMT only fell by 3.1%. The largest proportional decrease in
VMT occurred in the late night/early morning hours (up to 18%) which have the highest fatal
crash rate per VMT. These times have the lowest hourly VMT rates. The hourly serious and
fatal crash rates per VMT have fallen for most times of the day, but on freeways, the late-night,
weekend hours have a similar fatality rate per VMT for both periods in the study. Serious
crashes on the non-freeway roads are more likely to occur during the morning and evening peak
periods, but the highest serious crash rate per VMT occurs in the post-midnight hours of the
weekend. The highest number of hourly fatalities, as well as the highest rate per VMT, takes
place during the post-midnight hours of the weekend. For 2009/2010, at the extremes, the highest
late-night hourly fatality rate per VMT on the non-freeways is 68 times greater than the lowest
hourly fatality rate. The ratio of late-night fatal crashes to serious crashes is more than twice the
daytime ratio.
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INTRODUCTION
There has been a 36% reduction in the annual number of fatal traffic crashes and traffic crashes
with serious injuries that occur in the Chicago Illinois region between the years 2005 and 2010.
The change in crashes per hour varies greatly throughout the week. The drastic reduction has
taken place on both the freeways and the other roads in the region (non-freeways). This analysis
examines how the annual serious and fatal traffic crashes in the Chicago region are distributed
over the 168 hours in a week and the relationship between crash frequencies and vehicle miles of
travel (VMT). The Chicago region used for this analysis includes Cook County, DuPage
County, Kane County, Kendall County, Lake County, McHenry County and Will County. The
City of Chicago is within Cook County.
The Illinois Department of Transportation (IDOT), Illinois State Police, the City of
Chicago and numerous municipalities, have prioritized enhancing safety on the roads in Illinois.
They have used a combination of education, enforcement and enhancement of physical structures
and they been very successful. The safety of the automobile fleet has also increased across the
analysis period. Emergency response may have become more timely and effective.
This analysis will show how VMT and serious or fatal traffic crashes are distributed for
each hour of the week and how these values have changed between 2005 and 2010. The crash
rates per vehicle mile of travel will be analyzed to determine which time periods in the week
have the highest crash rates and how these may have changed. This analysis places additional
emphasis on the late-night crash rates and travel patterns because these have the highest fatality
rates per VMT.
DATA
The majority of the analysis compares 2005 data to 2010 data. The records analyzed in this
report include crashes that are categorized as serious crashes, which involve an incapacitating
injury, and crashes that resulted in a fatality. For the sections that examine fatal crashes,
multiple years were aggregated to make a larger dataset. The fatal crash analysis combines fatal
crashes from 2005 and 2006, and compares them to the combined fatal crashes from 2009 and
2010.
The crash data for this analysis was compiled by the IDOT Division of Traffic Safety
from crash reports that originated with local and State police departments. The analysis is based
on individual geocoded crash records.
The annual VMT data was collected from IDOT publications. The hourly factoring of
the annual VMT was prepared by the author based on station location data supplied by IDOT and
also Traffic.com.
The analysis uses an estimate of hourly traffic volumes that was derived from a sample of
traffic counts from various locations in the region. On the freeway system, there were 464
traffic sensor locations that had sufficient data available for both 2005 and 2010, and these were
used to estimate the hourly traffic volumes. For the analysis of the arterials, collectors and local
roads (the non-freeways), there were 36 permanent sensor locations with hourly data for 2005
and 2010.
The analysis is split between the freeways and non-freeways. The arterials, collectors
and local roads which make up the non-freeways could not be analyzed individually due to the
limitations in the available crash and traffic volume data.
All of the analysis in this report is the sole responsibility of the author.
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ANALYSIS
The following table (TABLE 1) includes data for 2005 through 2010 and shows the combined
total of fatal or serious crashes, or just the fatal crashes that occurred each year. The table also
shows the crash rate per 100,000,000 VMT. Nearly seven percent of serious and fatal crashes
involve a fatality and so the serious crashes are the dominant factor. Over the five years of this
analysis, on all of the roads combined, there was a 36 % reduction in the number of fatal crashes
and also in the combined number of fatal or serious crashes.
The percentage of decrease in the serious or fatal crash rates per 100,000,000 VMT, as
shown in TABLE 1, was slightly less than the percentage of reduction in fatal or serious crashes
because of the decline in regional VMT. The rates of serious and fatal crashes per VMT are
shown for the freeways and non-freeways in TABLE 2. The crash rate decreased for both the
freeway system and the non-freeway roads in the Chicago region between 2005 and 2010. The
rates of change were different on the two categories of roads in this analysis.
The non-freeways experienced a remarkable 34% reduction in the total number of fatal
crashes over the analysis period, but the rate of decrease was even greater on the freeways, where
the reduction in fatal crashes was 46%.
In the analysis of all serious and fatal crashes, the combined total of crashes was reduced
36% on the non-freeway roads, which is similar to the reduction in the fatal crash rate for those
roads. For these roads, the fatal crashes represented 6.2% of all the fatal and serious crashes in
2005 and for 2010 they increased slightly to 6.4% of the crashes.
On the freeways, there was a reduction of 31.6% in the combined total of fatal and
serious crashes. This is similar to the reduction on the non-freeway roads, but is much lower than
the 46% reduction in fatal crashes on the freeways. For the freeways, the fatal crashes
represented 10.8% of all the fatal and serious crashes in 2005. Fatal crashes were reduced to
8.5% of the crashes in 2010. Of the serious or fatal crashes on either road category, the fatal
crashes on the freeways were reduced the greatest relative amount (by percentage).
On average for all the years 2005 through 2010, about 15.4% of the fatal crashes took
place on the freeways, but only about 10.0% of the serious and fatal crashes took place on the
freeways. The characteristics of travel on the freeways, make crashes, while less frequent, more
likely to involve a fatality when they do occur.
TABLE 1 Total Serious and Fatal Crashes, Crash Rate per 100 Million VMT, and Crash Rates per Mile of Roadway for
the Chicago Region (2005-2010)
Year
Total VMT
(1,000,000)
Fatal and
Serious
Crashes
VMT Rate
for Fatal
and
Serious
Crashes
Fatal
Crashes
Fatal
Crash
Rate per
100
Million
VMT
Freeway
Miles
Total
Road
Milage
Fatal and
Serious
Crash
Rate per
Mile of
Freeway
Fatal and
Serious
Crash
Rate per
Mile of
Roadway
for Non-
Freeway
Fatal
Crash
Rate per
Mile of
Freeway
Fatal
Crash
Rate per
Mile of
Roadway
for Non-
Freeway
2005 60,561 8,643 14.27 579 0.96 451 24,439 2.06 0.32 0.222 0.020
2006 59,207 8,631 14.58 552 0.93 451 24,519 1.53 0.33 0.171 0.020
2007 59,313 7,436 12.54 484 0.82 465 24,565 1.46 0.28 0.140 0.017
2008 58,832 6,058 10.30 410 0.70 462 24,625 1.40 0.22 0.130 0.014
2009 58,927 5,777 9.80 365 0.62 462 24,760 1.29 0.21 0.145 0.012
2010 58,758 5,540 9.43 370 0.63 462 24,790 1.37 0.20 0.117 0.013
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TABLE 2 also shows the general trend for the VMT on the freeways and non-freeways.
The freeway VMT has increased by 1.3% while the freeway system has expanded by 2.9%. The
non-freeways have a 4.9% reduction in travel and the system has had an increase of 1.4% in
length. These are much smaller reductions than the relative changes in serious and fatal crashes.
In total, there have been 30.6% to 46.7% reductions in the serious and fatal crash rates per VMT.
Since the decrease in serious and fatal crashes greatly exceeds the decline in VMT, the fall in the
number of fatal and serious crashes is not due to a simple reduction in total vehicle miles of
travel.
Serious crashes and fatal crashes per mile of road on the freeways and non-freeways are
shown in Table 1. The freeways only account for 1.9% of the center-line mileage in the region,
but each center-line has many lanes. Depending on the year, the rate of fatal or serious crashes
per center-line mile of freeways is between six and seven times as high as the rate on non-
freeways. The fatal crash rate per center-line mile varies between nine and thirteen times the rate
for non-freeway roads.
Based on this general relationship, physical safety improvements and additional
enforcement on the freeway system would seem to be more effective due to the concentration of
serious and fatal crashes per center-line mile of facility, compared to the rate on the non-
freeways. The non-freeway roads may be more suited to system wide programs. For instances
where the arterials, collectors or local roads have known safety issues at specific locations,
physical safety improvements and additional enforcement could also be effective strategies for
improving safety.
The two preceding tables show that the total number of serious and fatal crashes has been
declining significantly from 2005 through 2010. This is true for both the freeways in the Chicago
region and also on the non-freeways. The rates for fatal crashes are declining more quickly on
the freeway compared to the non-freeways. It is also apparent that the decline in crashes is not
due to a simple reduction in total vehicle miles of travel.
TABLE 2 Vehicle Miles of Travel and Serious or Fatal Crash Rates per 100 Million VMT for the Chicago Region (2005-
2010)
Year
Total VMT
(1,000,000)
Freeway
VMT
(1,000,000)
Non-
Freeway
VMT
(1,000,000)
Fatal and
Serious
Crashes
on
Freeways
Freeway
Fatal and
Serious
Crash
Rate per
100
Million
VMT
Fatal and
Serious
Crashes
on Non-
Freeways
Non-
Freeway
Fatal and
Serious
Crash
Rate per
100
Million
VMT
Fatal
Crashes
on
Freeways
Freeway
Fatal
Crash
Rate per
100
Million
VMT
Fatal
Crashes
on Non-
Freeway
Non-
Freeway
Fatal
Crash
Rate per
100
Million
VMT
2005 60,561 18,886 41,675 927 4.91 7,716 18.51 100 0.53 479 1.15
2006 59,207 18,198 41,009 691 3.80 7,940 19.36 77 0.42 475 1.16
2007 59,313 18,275 41,038 680 3.72 6,756 16.46 65 0.36 419 1.02
2008 58,832 18,590 40,242 647 3.48 5,411 13.45 60 0.32 350 0.87
2009 58,927 18,899 40,028 595 3.15 5,182 12.95 67 0.35 298 0.74
2010 58,758 19,135 39,623 634 3.31 4,906 12.38 54 0.28 316 0.80
Change 250 -2,052 -293 -1.60 -2,810 -6.13 -46 -0.25 -163 -0.35
1.3% -4.9% -31.6% -32.5% -36.4% -33.1% -46.0% -46.7% -34.0% -30.6%
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Distribution of VMT by Time of Day
There are direct relationships between the VMT in a region and the number of crashes. In
general, additional VMT results in more crashes. The crash rate per VMT varies by the time
period. While the VMT may have only changed by 3.1% in this analysis period, the travel in
individual hours may have increased or decreased by much more than 3.1%. Large changes in
VMT for different hours of the week could be associated with a large change in the number of
serious or fatal crashes for each hour.
The following graph (FIGURE 1) displays the estimated VMT for each hour in a week
(the smooth lines used in this analysis are a generalization of the 168 individual data points).
The distribution is shown for the years 2005 and 2010 and is divided into the travel on the
freeway system and non-freeway system (collectors, arterials and local roads). The hourly VMT
profiles were based on 36 permanent sensors on the non-freeways and 474 sensors on the
freeway system that were well functioning during 2005 and 2010.
The patterns are similar for each year in the analysis. During the weekdays, on both the
freeways and non-freeways, there are two peak periods, with the evening peak being of longer
duration than the morning peak. The Saturday and Sunday travel patterns are similar to each
other, each having a single peak just after midday. The Saturday midday peak on the non-
freeways has more VMT than is experienced during the weekdays at midday. The hourly non-
freeway VMT is usually much larger than the freeway hourly VMT, but during the early
morning hours, the volume on both systems is about equal.
The following graph (FIGURE 2) shows the relative change in hourly VMT from 2005 to
2010 for each hour of the week on each type of road in this analysis. This graph shows that
change in VMT fit a repetitive pattern.
In general, there was almost always more VMT during each hour of the week on the non-
freeways for 2005 compared to 2010. Excluding Thursday, the difference in the VMT per hour
FIGURE 1 Hourly distribution of vehicle miles of travel throughout the Week for 2005 and 2010 on the freeways and
non-freeways in the Chicago region.
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rate was increasingly greater from about 6:00 PM (18:00 on the graph) to midnight, when the
difference in VMT between 2005 and 2010 peaked. From midnight to about 6:00 AM, the
hourly VMT reversed its previous increase and seems to stabilize from 6:00 AM until the
following evening at 6:00 PM. With the exception of Thursday, the midnight VMT was between
15% and 20% higher in 2005 than in 2010. Thursday traffic has the same initial rise in traffic
after 6:00 PM for 2005 data, but after midnight there is a sharp decrease, and by 4:00 AM the
VMT is grater in 2010 than in 2005.
The overall VMT rate per hour for the two years is more similar for the freeways than for
the non-freeways. Similar to the nighttime trends for the non-freeways, the freeways had more
VMT per hour in 2005 than in 2010 from about 6:00 PM until the early morning, but the 2005
VMT was about ten percent higher at midnight compared to 2010. In contrast to the nightly
reduction of VMT, from 6:00 AM Saturday through Sunday evening, there was more VMT on
the freeway system for each hour in 2010 than there was in 2005. The freeways experienced a
growth in VMT during the daytime on the weekdays. This reflects a redistribution of VMT
between the late night hours and the daytime hours. For 2010, a higher proportion of the VMT
takes place in the peak periods compared to the late-night period. For the same amount of VMT
for 2005 and 2010, 2010 would have more daytime peak travel and less late-night travel. This is
important if the rate of serious or fatal crashes is significantly different during various hours of
the week.
FIGURE 2 Relative changes in VMT by hour of the week between 2005 and 2010 for the freeways and non-freeways in the
Chicago region.
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Distribution of Serious or Fatal Crashes by Hour of the Week
The time distribution throughout the week for fatal and serious crashes is shown in the following
graph (FIGURE 3). This graph shows that the non-freeways have a much larger share of the
serious and fatal crashes than do the freeways. This is true for 2005 and 2010. The daily rhythm
of the crash frequencies on the non-freeways is similar to the general traffic patterns Monday
through Friday with two peaks of fatal or serious crashes that coincide with the rush hour VMT
peaks. The evening crash peak is of greater height and duration than the general VMT profile for
the PM peak. For the non-freeways, the late-night serious or fatal crash rate per hour Monday
through Friday is never much more than one-half the evening peak crash rate and is usually
much less. Nearly every hour in the week has fewer fatal or serious crashes in 2010 on the non-
freeways than in 2005.
The following graph (FIGURE 4) shows the freeway serious or fatal crashes in more
detail. There were generally fewer serious or fatal crashes for most time periods in 2010
compared to 2005. Contrary to this relationship, the hourly serious or fatal crash rate for Sunday
late-night was higher in 2010 than in 2005. The freeways behave differently than the non-
freeways in that the highest serious or fatal crash frequencies occur in the morning or evening
peaks as well as in the late-night, post-midnight period. It is significant to note that the largest
number of serious or fatal crashes on the freeways take place after midnight on Saturday and
Sunday nights. This was the case for 2005 as well as in 2010.
FIGURE 3 Serious or fatal crashes on the freeways and non-freeway roads in the Chicago region for 2005 and 2010.
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Distribution of Fatal Crashes by Hour of the Week
The hour-of-the-week trends for serious crashes compared to fatal crashes are different from
each other on the non-freeways for 2005 and 2010 (FIGURE 5). For both years, the highest
frequencies of fatal crashes for the entire week take place after midnight, during the Saturday and
Sunday early morning hours. This is not the rate per VMT, but the actual number of fatal
crashes, during a period with relatively low VMT. For both periods in the analysis, in the early
part of the week, the time with the highest frequencies of fatal crashes tends to be the evening or
late evening peak, less often the morning peak or mid-day period had the highest daily rate.
Comparing 2005 to 2010, the hourly rate of fatal crashes is nearly always lower for the 2010 data
and the range of the hourly fatal crash rates is lower and smaller for the 2010 data compared to
the 2005 data.
FIGURE 4 Hourly distribution of serious or fatal crashes throughout the week for 2005 and 2010 on the freeways in the
Chicago region.
FIGURE 5 Fatal crashes on the non-freeway roads by hour of the week in the Chicago region (average of 2005 and 2006
compared to the average of 2009 and 2010).
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The distribution of fatal crashes on the freeway system is shown in FIGURE 6. For both
2005 /2006 and 2009/2010 data, the Friday, Saturday and Sunday late evening and early morning
periods have the greatest frequencies of fatal crashes. Comparing 2005/2006 trends to
2009/2010, the early part of the week has had a general reduction in the number of fatalities.
The later part of the week, has had some shifting between portions of the day, but the count of
fatalities is similar between 2005 and 2010.
Serious or Fatal Crash Rates per Vehicle Mile of Travel
The previous sections have shown that the rate of serious and fatal crashes per hour varies
throughout the hours in a week as does the VMT associated with each hour. The following
graph (FIGURE 7) shows how the rate of serious crashes per vehicle mile of travel varies
throughout the week. The chart shows the rate of serious or fatal crashes per hour per 100 million
VMT. The following graphs will examine freeway and non-freeway travel separately. FIGURE
7 shows that the period after midnight has the highest rate of serious and fatal crashes per VMT
for each day of the week, for all types of roads, for both years in this analysis. The serious and
fatal crash rates per VMT are always significantly lower on the freeway system than on the non-
freeways.
In FIGURE 7, the non-freeway serious or fatal crash rate per VMT is graphed by the hour
of the week. For nearly all hours, the serious or fatal crash rate per VMT is lower in 2010 than
for 2005. The rates for both years of analysis are the highest in the post-midnight periods on
Saturday and Sunday mornings. During the weekdays, based on VMT, the daily travel becomes
slightly more dangerous from the morning through the evening peak. Compared to 2005 travel,
the post-midnight crash rate for 2010 is lower for each day with the most significant decrease
occurring on early Tuesday morning and early Thursday morning.
FIGURE 6 Fatal crashes on the freeways by hour of the week in the Chicago region (average of 2005 and 2006 compared
to the average of 2009 and 2010).
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The freeway crash rates per VMT are examined separately in the following graph
(FIGURE 8). Similar to the non-freeway roads, each of the days also have their most dangerous
travel periods in the first hours after midnight, and the early morning periods of Friday, Saturday
and Sunday get progressively more dangerous each day. A trend that is even more pronounced
than for the non-freeway roads, between 2005 and 2010 on the freeways, there has been little
change in the general rate of fatal or serious crashes per 100 million VMT for these dangerous
periods late in the week. For both years in this analysis, the highest single observation for
serious or fatal crashes per VMT is the post-midnight period for Sunday 2010. The first part of
the week is relatively safer in 2010 compared to 2005. The daytime periods on the freeway
system provide the safest travel options on the road network.
Fatal Crash Rates per Vehicle Mile of Travel
FIGURE 7 Hourly distribution of serious or fatal crashes per 100,000,000 VMT throughout the week for 2005 and 2010
on the freeways and non-freeways in the Chicago region.
FIGURE 8 Hourly distribution of serious or fatal crashes per 100,000,000 VMT throughout the week for 2005 and
2010 on the freeways in the Chicago region.
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This analysis has focused on the combined frequencies of serious and fatal crashes in the
Chicago region because many of the factors for these crashes are similar, and the difference
between a fatal crash and a serious injury crash may be a result of quick and expert medical
attention, the age of the occupants, or simple luck. Also, for this analysis the sample size for
only fatal crashes makes the trends less visible. In order to examine just the fatal crashes, two
additional years of data have been added to the analysis. The comparisons in this section will be
for the combination of 2005 and 2006 compared to the combined fatal crashes for 2009 and
2010. Additionally, the hourly values of the fatal crashes use a three-point moving average to
smooth out the observations. Given the limitations of additional years and a low number of
observations, the next two charts examine the relationships between fatal crashes and VMT on
the freeways and non-freeways in the Chicago region
The following graph (FIGURE 9) shows that the fatality rate per 100 million VMT is
always the highest during the post-midnight period for the non-freeways for both 2005/2006 and
2009/2010. The same was true for the total of serious and fatal crashes in the previous sections,
but it is more pronounced for the analysis of fatal crashes. Whereas the combined rates for
serious and fatal crashes, added together, might have a multiple of seven between the most
dangerous hour and the safest travel times on the non-freeways, the fatal crashes are closer to 30
times more dangerous in the worst period compared to the generally safe periods. For 2009/2010,
at the extreme the highest late-night hourly fatality rate per VMT is 68 times greater than the
hour with the lowest fatality rate. Travel has become safer between 2005 and 2010, but the early
morning hours are still significantly more dangerous than the daylight hours. The most
dangerous hour of each day also continues to increase in the rate of fatal crashes from the
beginning of the week through the end of the week on the non-freeway roads.
FIGURE 9 Annual hourly fatal crashes per 100 million VMT on the non-freeways in the Chicago region for 2005/2006
and 2009/2010.
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The trend on the freeway system is not exactly the same as for the non-freeways. The
most dangerous times are after midnight as shown in FIGURE 10. It should be noted that the
crash rates for the most dangerous periods on Friday, Saturday and Sunday, in the early morning,
are as dangerous per VMT in 2010 as they were in 2005. The early portion of the week has
experienced a significant reduction in late-night and early morning fatalities based on the hourly
VMT. The number of travelers in the late-night period on the freeways has been reduced, but the
risk per VMT is similar between 2005 and 2010 on the freeway. Even with these trends, the
freeways are still the safest roads for travel.
Severity of Late-Night Crashes
Not only are serious crashes much more likely to occur late at night, per vehicle mile of travel,
each serious crash is much more likely to result in a fatality. All of the 2010 crashes in this
analysis were grouped into day and evening crashes (6:00 AM to 11:00 PM) and night/late-night
crashes (11:00 PM to 6:00 AM) and the ratio of fatal crashes to serious crashes was calculated.
• On freeways in the day/evening, 7.5% of the serious crashes included a fatality
• On freeways in the late-night, 15.6% of the serious crashes included a fatality
• On non-freeways in the day/evening, 5.0% of the serious crashes included a fatality
• On non-freeways in the late-night, 12.6% of the serious crashes included a fatality
The types of serious crashes that take place late at night are generally more than twice as likely
to result in a fatality compared to crashes that occur in the daytime or early evening. Not only are
serious crashes much more likely to occur late at night, per vehicle mile of travel, each crash is
much more likely to result in a fatality.
FIGURE 10 Fatal crashes per 100 million VMT on the freeways in the Chicago region for 2005/2006 and 2009/2010.
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CONCLUSION
The State of Illinois, counties, and many municipalities have made improving traffic safety a
priority. Their safety programs and enhancements have saved many lives. In addition to these
efforts, the reduction in travel and changes in the time when people travel have also affected the
crash rates.
The traffic crashes which had a fatality or traffic crashes which had a serious injury have
declined 36.4% from 2005 to 2010 on the group of roads classified as arterials, collectors or local
roads (the non-freeways in this analysis). Fatal crashes on these roads decreased by 34.0%.
These roads represent the majority of serious or fatal crashes in the region and also the majority
of the VMT. On the freeways, the fatal crashes fell greater a relative amount, a 46.0% reduction,
while the serious crashes only dropped by 31.6%.
The regional VMT fell by 4.9% on the non-freeways, but increased by 1.3% on the
freeway system (which expanded by 2.7%) over the analysis period. The lowest VMT per hour
occurs in the period between midnight and 5:00 AM on all of the roads in this analysis.
The distribution of VMT per hour of the week changed between 2005 and 2010. For all
travel, the largest proportional changes in VMT occurred at night between 6:00 PM and 4:00 AM.
During this time frame the 2010 VMT per hour was much less than the rate for 2005. The single
largest relative decline in VMT occurred in the hours just past midnight, the time period with the
highest crash rates per VMT.
On the freeway system, the large reduction in late-night VMT was more pronounced in the
earlier part of the week with up to a ten percent reduction in travel. In contrast to this reduction of
VMT, from 6:00 AM Saturday through Sunday evening, there was more VMT on the freeway
system in 2010 than there was in 2005. The freeways also experienced a growth in VMT during
the daytime on weekdays.
For the non-freeways, VMT was lower for almost every hour in the week in 2010
compared to 2005. The late-night period had the greatest reductions for each day, with VMT
often reduced by up to 20% in a single hour, compared to 2005.
In general, between 2005 and 2010, for each hour of the week, fatal or serious crashes per
VMT fell. An exception to this trend occurs on the early portions of Friday, Saturday and Sunday
morning. During this time the rate of fatal crashes per VMT on the freeways is very similar for
both periods in the analysis.
Serious crashes on the non-freeway roads are more likely to occur during the morning
and evening peak periods. For these roads, the serious crash rate per VMT is the highest in the
post-midnight hours of the weekend. For fatal crashes, the highest number of hourly fatalities as
well has the highest rate per VMT take place during the post-midnight hours of the weekend.
For the freeway system, both, the highest number of serious crashes, and the highest
number of fatal crashes take place during the post-midnight hours on Saturday and Sunday. The
rate per VMT is also the highest at these times. The freeways are the class of road with the lowest
fatal or serious crash rates per VMT,
For all of the roads in this analysis, and for both time periods, the ratio between fatal
crashes and serious crashes is more than twice as great in the late-night period compared to
driving in the daytime or early evening. Excess speed, the condition and judgment of the driver
and the lighting conditions probably all contribute to the higher number of fatalities.