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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 05 Issue: 12 | Dec 2018 www.irjet.net p-ISSN: 2395-0072
© 2018, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 125
Cause and Remedial Measures of Road Traffic Accidents: A Case
Study of Wolaita Zone, Ethiopia
Mengistu Mena Kuleno1, Tarekegn Shirko Lachore2, Dr Raju Ramesh Reddy3
1Lecturer, Department of Civil Engineering, Wolaita Sodo University, Ethiopia
2Lecturer, Department of Civil Engineering, Wachemo University, Ethiopia
3Professor, Faculty of Civil Engineering, Arba Minch University, Ethiopia
---------------------------------------------------------------------***----------------------------------------------------------------------
Abstract - Transportation plays an advanced role in developingcountriesbyfacilitatingsocial, economicandpoliticalactivities,
assuring the use of good governance and development, stiffening the agricultural and industrial services to reduce poverty and
backwardness. Wolaita zone has been showing fast motorization and urbanization. But because of lack of road safety awareness,
road safety action plan, road safety laws and enforcement, roadinfrastructuresafety, vehiclesafetystandardinspectionandlackof
management of mixed traffic flow system there is enormous growth of road traffic accidents. The scaleandtheseverity burdensof
road traffic crashes are increasing adversely. This affects the economy of the country in generalandthelivelihoodof individualsin
particular. The current study is conducted to analyze the total rate of accident in wolaita zone, Ethiopia. The Accident data were
collected from wolaita zone traffic police office. A MultipleNonLinearRegressionequationisdevelopedtoestimatetheinfluenceof
each contributing factors on the occurrence of accidents. From the analysis, it is observed that theinfluenceofoverspeed andover
takings are more leading in occurrence of accidents followed by failing to give priority and pedestrian factors. Motor cycle takes
the highest share of accident occurrence followed by tracks in wolaita zone. The study provides alternative remedial measures to
reduce various consequences involved in accidents.
Key Words: wolaita zone, rate of accident, contributing factors, safety, multiple nonlinear regression.
1. INTRODUCTION
Road Transportation is versatile and flexible in nature. For this matter a large number of commodities and passengers are
transported by road. The road traffic in many developing African countries of the world including Ethiopia is heterogeneous in
nature. Different classes of vehicles with widely varying characteristics occupy the available roadspace.Thevehiclesthat share
the same roadway space include Motorized vehicles such as cars, buses, trucks, light commercial vehicles, motorized two-
wheelers, motorized three wheelers, etc. and Non- Motorized vehicles like pedal cycles, hand carts, donkey drawn carts and
horse drawn vehicles. Pedestrians also on several roads share of the road space. As a result the pedestrians constitute a
significant proportion of fatal accident victims in the country. People travels from oneplacetoanotherplaceeithertoworkorto
do business or to study or to enjoy to shopping or for any social affairs using various transport options. But because of lack of
road safety awareness, road safety action plan, road safety laws and enforcement, road infrastructure safety, vehicle safety
standard inspection and lack of management of mixed traffic flow system there is enormous growth of road traffic accidents.
Globally the burden of road traffic crash is increasing day to day. According to 2015 Global status report on road safety of the
road traffic injuries indicates that Road traffic accident rates in low and middle-incomecountries are morethandoublethosein
high-incomecountries. About 49% of all road traffic crashes are among motorcyclists, pedestrians and cyclists. The road crash
fatality rate in Ethiopia was 23837 deaths per 100,000 inhabitant per year. The estimated road traffic death rate per 100 000
population is 25.3% and recorded as the highest death rate.
Out of all the accidents registered in Ethiopia, Addis Ababa accounts 60% on average and Wolaita zone accounts more on
average [1] The burdens of the scale and the severity of road traffic crash are increasing adversely by affecting the economy of
the country in general and the livelihood of individuals in particular. Therefore these paper tried to study the behavior of road
traffic accident in wolaita zone and analyzed the model for the causes.
1.1 Objectives
1.1.1 Main Objective
The main objective of this research is to identify the major cause of road traffic accident of wolaita zone and to forward
possible remedial measures.
1.1.2 Specific Objectives
The specific objectives of the study is
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 05 Issue: 12 | Dec 2018 www.irjet.net p-ISSN: 2395-0072
© 2018, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 126
 To study the behavior of accident in wolaita zone
 To identify the possible cause for accident occurrence
 To analyze and model the trend of accident by multiple nonlinear regression
1.2. Statement of the Problems
According to the 2015 world health organization(WHO)reportontherealityofroadtrafficcrasharoundtheworld,globally
1.25 million people are killed per year and an estimated 3,400 people are killed per day. Road traffic accidents are the leading
cause of death for young people aged 15–29 and 3 out of 4 deaths are among men. Almost half of all road traffic deaths are
among the vulnerable road users which constitute of 22%pedestrians, 4%cyclistsand 23% motorcycles.Theroadtrafficcrash
was estimated to be the eighth leading cause of death globally and it was expected thatby 2030 road trafficinjurieswillbecome
the seventh leading cause of death globally [2].
The road traffic accident constitute major social, economic,developmentalandhealthproblemsofdevelopingcountries.As
WHO report, although low and middle-incomecountrieshaveonlyhalfoftheworld'svehicles,theyhave90%oftheworld'sroad
traffic deaths. The African Region possesses only 2% of the world’s vehicles but it contributes 16% to the global deaths.
According to the 2018 Ethiopian News Network (ENN) report, Ethiopia has about 830,000 number of vehicles available on
streets but the fatalities rate exceeds the worldcountries with about 1.2 billion of vehicles [3]. Wolaita zoneis one of the fastest
growing zones of Ethiopia. With further motorization, the numberofroadtrafficcrashesandtheeconomicburdenofroadtraffic
injury and death are expected to grow. The present study expects to update the causes and engineering countermeasures. It is
the hope of the authors that the finding could stimulate discussion and inform the responsible bodies in traffic safety policy
formation.
1.3. About the Study Area
Wolaita zoneis located atsouthern Nation Nationalities and peoplesregionatabout330KmfromAddisAbaba,Ethiopia.Itis
geographically located at 6051’’ and 7035’’ North Latitude and 37046’’ and 3801’’ East latitude. The topography of the zone is
composed of undulating mountains, hills, plateaus and plains. The climateis stable with temperaturevariationof240Cto300C
during the day and 160 C to 200 C during night. Wolaita zone has twelve special woredas and total area of 4,471.3 km2 or
438,370 ha. The zone is inhabited by over 1.9 million people. According to SNNPR statistical report the average population
density of wolaita zone is over 285 people per square kilometer. This made the area as one of most densely populated areas in
the country. As the 2009 Wolaita development associationdata,thetotalpopulationofthezoneisabout1,906,244.Thezonehas
been showing fast motorization and urbanization. Currently about 10,600 vehicles are available on wolaita zone streets.
Figure 1: Administrative Map of Wolaita Zone
2. LITRETURE REVIEW
Road traffic accidents are a major global public health problem but most of it occurs in low- and middle-income countries
including Ethiopia. Pedestrians and passengers of commercial vehicles are the most vulnerable in Ethiopia. Poorroadnetwork,
absence of knowledge on road traffic safety, mixed traffic flow system, poor legislation and failure of enforcement, poor
conditions of vehicles, poor emergency medical services and absence of traffic accident compulsory insurance law have been
identified as key determinants of the problem [4]
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 05 Issue: 12 | Dec 2018 www.irjet.net p-ISSN: 2395-0072
© 2018, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 127
As per Halkiyo et al. an empiricalstudy on roadaccidentusingAMultipleNonLinearRegressionequationwasconductedand
concluded that the major factors associated for the collision of vehicles over speed, overtaking, vehicle condition, poor road
Geometric design, driver skills, negligence and behavior, absence of street lights, violation of traffic rules and regulations.From
the analysis, the study concluded that the influence of traffic violations and over takingsare morepredominantinoccurrenceof
accidents urban areas followed by road defects. The influence of vehicular defects and environmental factors is minimal [5]. As
per Abegaz et al. a generalized ordered logit proportional odds model was used to examine factors that might influence the
severity ofcrash injury. Model estimation result suggested that, alcohol use, falling asleep while driving, drivingat night timein
the absence of street light, rainfall, being a minibus or vans were found to be increased crash injury severity and speeding have
varying coefficients for different injury levels, on sever and fatalcrashes [6].Fenta & Workieaimed to identifythemajor factors
that affect the occurrence of traffic accidents using simple descriptive statistics (percentage), Chi-square and Binary logistic
regression methods and concluded that majorities of accident were due to driver and pedestrian [7]. Segn (2007) made
statisticalanalysis on collected accident data and indicated that increases inaccidentrateswerehighlyassociatedwithgradient
and sharp curves [8]. Kuleno et al. used multiple non regression to conduct the analysis of motor cycle accident. The study
concluded that more number of accidents is occurring due to minor drivers and motor cycle drivers followed by various traffic
violations [9].
This study wasconducted toexplore the main causes of roadtrafficcrashinjuryinwolaitazoneandlaidpossibleengineering
solutions. We hope this base line will help policy makers and related stakeholder to improve road safety related to any road
users.
3. RESEARCH METHODOLOGY
The study is conducted in wolaita zone, Ethiopia. In order to getsupportiveideaandworldwideinformationforrelatedtopic,
internet researchand google scholars browsing has been taken aftersuitablestudyareaselection.Thesecondarydataincluding
the fatality, minor injury, major injury, property damage and related information including road characteristics, road surface
condition, vehicle type and condition, weather conditions and accident location were gathered from wolaita zone traffic police
department. Theycollect thedata as prepared format andchecklists. The generalizedand report form data werecollectedfrom
wolaita zone road and transport office. Analysis of the collected data performed by excel 2016 and the building of the Model
estimation was done by using statistical software called SPSS.
4. DATA COLLECTION AND ANALYSIS
The following table shows the road traffic accident data collected from wolaita zone road and transport development
directive and road traffic police office.
Table -1: The severity Road traffic accident data of wolaita zone from 2013-2017
The frequency of accident is varying in week days of zone. The following table shows the number of accident in week days
from Monday to Sunday.
No. Woreda/Town
Severity of Accident
Fatality Major injury Minor injury Property damage Total
1 Sodo Town 39 110 86 38 273
2 Sodo Zuria Woreda 13 10 14 20 57
3 Areka Town 9 9 4 7 29
4 Boloso Sore Woreda 15 7 8 8 38
5 Boloso Bombe Woreda 2 - - - 2
6 Damot Sore Woreda 7 5 1 2 15
7 Damot Gale Woreda 31 20 42 27 120
8 Boditi Town 18 13 9 15 55
9 Humbo Woreda 19 12 6 27 64
10 Kindo Didaye Woreda 5 4 3 6 18
11 Damot Woyde Woreda 6 9 6 0 21
12 Damot Pulasa Woreda 1 3 2 2 8
13 Damot Ofa Woreda 9 3 - 1 13
14 Kindo Koysha Woreda 4 4 2 4 14
15 Duguna Fango Woreda 1 3 1 6 11
Total 179 212 184 163 738
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 05 Issue: 12 | Dec 2018 www.irjet.net p-ISSN: 2395-0072
© 2018, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 128
Table -2: The Magnitude of road traffic accident per year during 2013-201
No. Woreda/Town Police Office
Years
Total
2013/14 2014/15 2015/16 2016/17
1 Sodo Town 144 60 46 25 273
2 Sodo Zuria Woreda 14 27 16 11 57
3 Areka Town 7 7 8 7 29
4 Boloso Sore Woreda 10 12 9 7 38
5 Boloso Bombe Woreda - - - 2 2
6 Damot Sore Woreda - 5 6 4 15
7 Damot Gale Woreda 36 45 22 17 120
8 Boditi Town 25 9 9 12 55
9 Humbo Woreda 28 22 8 6 64
10 Kindo Didaye Woreda 5 6 3 4 18
11 Damot Woyde Woreda 2 11 4 4 21
12 Damot Pulasa Woreda - 5 2 1 8
13 Damot Ofa Woreda 4 3 4 2 13
14 Kindo Koysha Woreda 1 7 3 3 14
15 Duguna Fango Woreda 5 - 2 4 11
Total 277 215 138 108 738
Table -3: The total number of road traffic crash in week
The number of accident because of each contributing factors for the road traffic accident in wolaita zone is listed in table 4
below.
Table -4: Major causes of road traffic accident in wolaita zone
Years
Season
Total
Accident
Over
Speed
Over
Taking
Failureto
give
priority
Road
Condition
Vehicle
Condition
Pedestrian
Factor
Environm
ental
Condition
2013/14
1 92 29 23 17 1 5 7 3
2 69 32 36 5 3 3 3 1
3 54 19 13 15 1 1 11 1
4 62 31 15 7 2 1 12 2
2014/15
1 44 21 9 8 2 2 2 0
2 53 32 8 11 1 4 4 0
3 57 10 14 13 1 1 9 1
4 61 23 22 2 3 3 11 1
2015/16
1 36 11 10 4 1 2 6 1
2 29 13 8 3 1 2 5 1
3 31 20 5 7 1 0 7 0
4 42 5 8 6 2 1 12 2
2016/17
1 15 7 2 4 1 1 1 0
2 27 14 11 2 0 2 5 1
3 35 11 15 3 1 0 7 0
4 31 9 7 7 1 1 6 0
Different types of vehicles were involved in road traffic crash.Thenumberofaccidentoccurreddueto eachtypeof vehicle is
described in the table 5 below.
Years
Total Number Of Accident In Zone Per Day
Mon Tue Wed Thurs Fri Sat Sun Total
2013/14 43 35 63 54 30 32 20 277
2014/15 43 27 42 21 21 50 11 215
2015/16 19 22 25 18 20 27 7 138
2016/17 16 17 8 23 4 28 12 108
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 05 Issue: 12 | Dec 2018 www.irjet.net p-ISSN: 2395-0072
© 2018, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 129
Table -5: The type accident occurred and corresponding vehicles during 2013-2017.
As the collected data indicates from the main cause of road traffic accident in wolaita zone almost 37% was due to over
speed, 26% was due to overtaking and lane changing, 14% was due to failing to give priority, 4% was due to the vehicle
mechanical and technical problems, 14% was due to Pedestrian awareness problem and about 4% was due to road condition.
Fig -1: The rate of contributing factors
The frequency of accident occurrence in the zone for the past four years indicates the variation of rate of accident in week
days.
Fig -2: Accident per week
From the woredas and town of wolaita zone, Wolaita sodo town shares the highiest number of accident in Wolaita zone
followed by Damot Gale Woreda. The magnitude of road traffic accident in all Woreda/towns were described in chart below.
Fig -3: Rate of accident in woredas/Town
Accident Type
Vehicle Involved In Accident Occurrence
Trucks Bus Truck Trailer Motor Cycle Bajaj Others Total
Death 16 8 4 131 9 3 171
Major injury 20 11 10 147 17 10 215
Minor injury 10 3 4 159 13 3 192
Property Damage 15 6 3 128 6 2 160
Total 61 28 21 565 45 18 738
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 05 Issue: 12 | Dec 2018 www.irjet.net p-ISSN: 2395-0072
© 2018, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 130
As the collected data indicates compared to other vehicles, Motor cycle takes the highest share of accident occurrence. The
rate of accident occurred due to different type of vehicle is described below.
Fig -4: Accident and corresponding vehicles
5. MULTIPLE NON LINEAR REGRESSION ANALYSIS
Multiple Regression equation is a well-known statistical technique, which is used to fit a relationship between dependent
and independent variables. In the case of the current study, the dependent variable is the rate of accidentandtheindependent
variables are the various contributing factors such as over speed, overtaking and lane changing, failing to givepriority,vehicle
mechanical and technical problems, pedestrian awareness problem and road condition. The following multiple nonlinear
regression analysis was developed for the purpose of analysis.
Rate of Accident = 0.84447137+0.0510503*eOS +
0.28469095*eOT+0.30861598*ePL+0.25177854*eRC+0.18125182*eVC +0.16118756*ePF+0.03330983*eEC
Where OS is for over speed, OT is for over taking. FP For failing to give priority, RC for road condition, VC for vehicle condition,
PF for pedestrian factors and EC for environmental conditions.
R2 =0.98765745, Adjusted R2 = 0.97685772 and F = 91.45
Above model fits the validation test and the analysis was carried out to observe the variation of total accident for various
contributing factors.
6. CONCLUSIONS
Transportation plays an advanced role in developing countries by facilitating social, economic and political activities,
assuring the use of good governance and development, stiffening the agricultural andindustrial servicesto reducepovertyand
backwardness. To preserve this good sketch of road transportation, road traffic fatalities, major injuries, minor injuries and
property damage reduction and protection inquires big attention and effort.
The current study is conducted to analyze the total rate of accident in wolaita zone, Ethiopia. The accident data were
collected from the records of wolaita zone traffic police office and wolaita zone road and transport directive. A Multiple Non
Linear Regression equation is developed to estimate the influence of each contributing factors on the occurrence of accidents.
Rate of accidents is taken as a dependent variable and the contributing factors such as over speed, over takings, failing to give
priority, road condition, vehicular condition, pedestrian factors and environmental conditions are taken as independent
variables. From the analysis, it is concluded that the influence of over speed and over takingsaremoreleadinginoccurrenceof
accidents. From the survey analysis, it was concluded that the dominating factors for accidents in the zone are human factors
91%, road condition 4 % .vehicle mechanical and technical problems3%,and environmental condition(2%).Motor cycletakes
the highest share of accident occurrence followed by tracks in wolaita zone.
7. RECOMMENDATIONS
Giving awareness for the society about road traffic rulesandregulationtakesa lion’sshareinpreventionandcontrol ofroad
fatalities. In wolaita zone road safety education is provided for the society and also student traffic clubs has been formed but
there is lack of trained teachers and training materials. There is no road traffic safety courses in schools. Only Short period
training give limited knowledge. In all Woreda/town administration of Wolaita zone, the number of motorcycle accident
exceeds other vehicles by number 427 which means 77%. In order to control this, laws on helmet are enacted but the
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 05 Issue: 12 | Dec 2018 www.irjet.net p-ISSN: 2395-0072
© 2018, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 131
enforcement was not strict. The laws were not enacted on additive drivers, drunk drivers andunlicenseddriverswhicharethe
main reason for accident. Speed breakers were provided at accident prone areas of road geometrical elements but standard
traffic signs were not applied at appropriate distance. Speed limits were regulated but enforcement were not strict. Road
surface condition and geometric design elements lacks road safety considerations. The laws and enforcementofvehiclesafety
standard consideration were not strict. However all accidents are reportable, the road crash death were not reported
uniformly. The centrally aggregated road traffic crash data were weak and not published regularly. The reporting system was
standardized as the prepared format/checklist but not computerized and also there is shortage of traffic police number.
Because of Lack of management of mixed traffic flow system, invisible road markings and traffic signs and pedestrians
walkways, Pedestrians constitute a significant proportion of road fatalities. Wolaita zone must givethepriorityfor roadtraffic
safety and must give attention to reduce the most contributing factors.
8. REFERENCES
[1] B. T. Zewude and K. M. Ashine, "Determinants of Traffic Fatalities and Injuriesin Wolaita Zone,Ethiopia,"TheInternational
Institute for Science, Technology and Education , vol. 8, no. 10, pp. 38-42, 2016.
[2] WHO, "Global Status Report on Road Safety," World Health Organization, 2015.
[3] ENN, "Ethiopia National News," 2018. [Online]. Available: http://enntelevision.com/. [Accessed 23 March 2018].
[4] A. persson, "Road traffic accidents in Ethiopia: Magnitude, Causes and Possible Interventions.AdvancesinTransportation
Studies.".
[5] J. B. Halkiyo, S. B. Halkiyu and R. R. Raju , "Road Accidents of Arba Minch town in Ethiopia: an Empirical Study," SSRG
International Journal of Civil Engineering, vol. 4, no. 3, pp. 29-33, 2017.
[6] T. Abegaz, B. Yemane, A. Worku, A. Assrat and A. Assefa, "Effects of excessive speeding and falling asleep while driving on
crash injury severity in Ethiopia: A generalized ordered logit model analysis," Elsevier, vol. 71, pp. 15-21, 2014.
[7] H. M. Fenta and D. L. Workie, "Analysis of Factors That Affect Road Traffic Accidents in Bahir Dar city, North Western
Ethiopia," Science Journal of Applied Mathematics and Statistics, vol. 2, no. 5, pp. 91-96, 2014.
[8] G. Segn, "Cause of Road Traffic Accident and Possible Counter Measures on AddisAbaba -ShashemeneRoad,"AddisAbaba
Univestiy, Addis Ababa, 2007.
[9] M. M. Kuleno, H. D. Denno, G. Abera and R. R. Reddy, "Consequences and Causes of Motorcycle Traffic Accident - A Case
Study in Wolaita Sodo Town, Ethiopia," International Journal of Research in Engineering and Technology, vol. 07, no. 02,
pp. 15-17, 2018.

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IRJET- Cause and Remedial Measures of Road Traffic Accidents: A Case Study of Wolaita Zone, Ethiopia

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 05 Issue: 12 | Dec 2018 www.irjet.net p-ISSN: 2395-0072 © 2018, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 125 Cause and Remedial Measures of Road Traffic Accidents: A Case Study of Wolaita Zone, Ethiopia Mengistu Mena Kuleno1, Tarekegn Shirko Lachore2, Dr Raju Ramesh Reddy3 1Lecturer, Department of Civil Engineering, Wolaita Sodo University, Ethiopia 2Lecturer, Department of Civil Engineering, Wachemo University, Ethiopia 3Professor, Faculty of Civil Engineering, Arba Minch University, Ethiopia ---------------------------------------------------------------------***---------------------------------------------------------------------- Abstract - Transportation plays an advanced role in developingcountriesbyfacilitatingsocial, economicandpoliticalactivities, assuring the use of good governance and development, stiffening the agricultural and industrial services to reduce poverty and backwardness. Wolaita zone has been showing fast motorization and urbanization. But because of lack of road safety awareness, road safety action plan, road safety laws and enforcement, roadinfrastructuresafety, vehiclesafetystandardinspectionandlackof management of mixed traffic flow system there is enormous growth of road traffic accidents. The scaleandtheseverity burdensof road traffic crashes are increasing adversely. This affects the economy of the country in generalandthelivelihoodof individualsin particular. The current study is conducted to analyze the total rate of accident in wolaita zone, Ethiopia. The Accident data were collected from wolaita zone traffic police office. A MultipleNonLinearRegressionequationisdevelopedtoestimatetheinfluenceof each contributing factors on the occurrence of accidents. From the analysis, it is observed that theinfluenceofoverspeed andover takings are more leading in occurrence of accidents followed by failing to give priority and pedestrian factors. Motor cycle takes the highest share of accident occurrence followed by tracks in wolaita zone. The study provides alternative remedial measures to reduce various consequences involved in accidents. Key Words: wolaita zone, rate of accident, contributing factors, safety, multiple nonlinear regression. 1. INTRODUCTION Road Transportation is versatile and flexible in nature. For this matter a large number of commodities and passengers are transported by road. The road traffic in many developing African countries of the world including Ethiopia is heterogeneous in nature. Different classes of vehicles with widely varying characteristics occupy the available roadspace.Thevehiclesthat share the same roadway space include Motorized vehicles such as cars, buses, trucks, light commercial vehicles, motorized two- wheelers, motorized three wheelers, etc. and Non- Motorized vehicles like pedal cycles, hand carts, donkey drawn carts and horse drawn vehicles. Pedestrians also on several roads share of the road space. As a result the pedestrians constitute a significant proportion of fatal accident victims in the country. People travels from oneplacetoanotherplaceeithertoworkorto do business or to study or to enjoy to shopping or for any social affairs using various transport options. But because of lack of road safety awareness, road safety action plan, road safety laws and enforcement, road infrastructure safety, vehicle safety standard inspection and lack of management of mixed traffic flow system there is enormous growth of road traffic accidents. Globally the burden of road traffic crash is increasing day to day. According to 2015 Global status report on road safety of the road traffic injuries indicates that Road traffic accident rates in low and middle-incomecountries are morethandoublethosein high-incomecountries. About 49% of all road traffic crashes are among motorcyclists, pedestrians and cyclists. The road crash fatality rate in Ethiopia was 23837 deaths per 100,000 inhabitant per year. The estimated road traffic death rate per 100 000 population is 25.3% and recorded as the highest death rate. Out of all the accidents registered in Ethiopia, Addis Ababa accounts 60% on average and Wolaita zone accounts more on average [1] The burdens of the scale and the severity of road traffic crash are increasing adversely by affecting the economy of the country in general and the livelihood of individuals in particular. Therefore these paper tried to study the behavior of road traffic accident in wolaita zone and analyzed the model for the causes. 1.1 Objectives 1.1.1 Main Objective The main objective of this research is to identify the major cause of road traffic accident of wolaita zone and to forward possible remedial measures. 1.1.2 Specific Objectives The specific objectives of the study is
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 05 Issue: 12 | Dec 2018 www.irjet.net p-ISSN: 2395-0072 © 2018, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 126  To study the behavior of accident in wolaita zone  To identify the possible cause for accident occurrence  To analyze and model the trend of accident by multiple nonlinear regression 1.2. Statement of the Problems According to the 2015 world health organization(WHO)reportontherealityofroadtrafficcrasharoundtheworld,globally 1.25 million people are killed per year and an estimated 3,400 people are killed per day. Road traffic accidents are the leading cause of death for young people aged 15–29 and 3 out of 4 deaths are among men. Almost half of all road traffic deaths are among the vulnerable road users which constitute of 22%pedestrians, 4%cyclistsand 23% motorcycles.Theroadtrafficcrash was estimated to be the eighth leading cause of death globally and it was expected thatby 2030 road trafficinjurieswillbecome the seventh leading cause of death globally [2]. The road traffic accident constitute major social, economic,developmentalandhealthproblemsofdevelopingcountries.As WHO report, although low and middle-incomecountrieshaveonlyhalfoftheworld'svehicles,theyhave90%oftheworld'sroad traffic deaths. The African Region possesses only 2% of the world’s vehicles but it contributes 16% to the global deaths. According to the 2018 Ethiopian News Network (ENN) report, Ethiopia has about 830,000 number of vehicles available on streets but the fatalities rate exceeds the worldcountries with about 1.2 billion of vehicles [3]. Wolaita zoneis one of the fastest growing zones of Ethiopia. With further motorization, the numberofroadtrafficcrashesandtheeconomicburdenofroadtraffic injury and death are expected to grow. The present study expects to update the causes and engineering countermeasures. It is the hope of the authors that the finding could stimulate discussion and inform the responsible bodies in traffic safety policy formation. 1.3. About the Study Area Wolaita zoneis located atsouthern Nation Nationalities and peoplesregionatabout330KmfromAddisAbaba,Ethiopia.Itis geographically located at 6051’’ and 7035’’ North Latitude and 37046’’ and 3801’’ East latitude. The topography of the zone is composed of undulating mountains, hills, plateaus and plains. The climateis stable with temperaturevariationof240Cto300C during the day and 160 C to 200 C during night. Wolaita zone has twelve special woredas and total area of 4,471.3 km2 or 438,370 ha. The zone is inhabited by over 1.9 million people. According to SNNPR statistical report the average population density of wolaita zone is over 285 people per square kilometer. This made the area as one of most densely populated areas in the country. As the 2009 Wolaita development associationdata,thetotalpopulationofthezoneisabout1,906,244.Thezonehas been showing fast motorization and urbanization. Currently about 10,600 vehicles are available on wolaita zone streets. Figure 1: Administrative Map of Wolaita Zone 2. LITRETURE REVIEW Road traffic accidents are a major global public health problem but most of it occurs in low- and middle-income countries including Ethiopia. Pedestrians and passengers of commercial vehicles are the most vulnerable in Ethiopia. Poorroadnetwork, absence of knowledge on road traffic safety, mixed traffic flow system, poor legislation and failure of enforcement, poor conditions of vehicles, poor emergency medical services and absence of traffic accident compulsory insurance law have been identified as key determinants of the problem [4]
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 05 Issue: 12 | Dec 2018 www.irjet.net p-ISSN: 2395-0072 © 2018, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 127 As per Halkiyo et al. an empiricalstudy on roadaccidentusingAMultipleNonLinearRegressionequationwasconductedand concluded that the major factors associated for the collision of vehicles over speed, overtaking, vehicle condition, poor road Geometric design, driver skills, negligence and behavior, absence of street lights, violation of traffic rules and regulations.From the analysis, the study concluded that the influence of traffic violations and over takingsare morepredominantinoccurrenceof accidents urban areas followed by road defects. The influence of vehicular defects and environmental factors is minimal [5]. As per Abegaz et al. a generalized ordered logit proportional odds model was used to examine factors that might influence the severity ofcrash injury. Model estimation result suggested that, alcohol use, falling asleep while driving, drivingat night timein the absence of street light, rainfall, being a minibus or vans were found to be increased crash injury severity and speeding have varying coefficients for different injury levels, on sever and fatalcrashes [6].Fenta & Workieaimed to identifythemajor factors that affect the occurrence of traffic accidents using simple descriptive statistics (percentage), Chi-square and Binary logistic regression methods and concluded that majorities of accident were due to driver and pedestrian [7]. Segn (2007) made statisticalanalysis on collected accident data and indicated that increases inaccidentrateswerehighlyassociatedwithgradient and sharp curves [8]. Kuleno et al. used multiple non regression to conduct the analysis of motor cycle accident. The study concluded that more number of accidents is occurring due to minor drivers and motor cycle drivers followed by various traffic violations [9]. This study wasconducted toexplore the main causes of roadtrafficcrashinjuryinwolaitazoneandlaidpossibleengineering solutions. We hope this base line will help policy makers and related stakeholder to improve road safety related to any road users. 3. RESEARCH METHODOLOGY The study is conducted in wolaita zone, Ethiopia. In order to getsupportiveideaandworldwideinformationforrelatedtopic, internet researchand google scholars browsing has been taken aftersuitablestudyareaselection.Thesecondarydataincluding the fatality, minor injury, major injury, property damage and related information including road characteristics, road surface condition, vehicle type and condition, weather conditions and accident location were gathered from wolaita zone traffic police department. Theycollect thedata as prepared format andchecklists. The generalizedand report form data werecollectedfrom wolaita zone road and transport office. Analysis of the collected data performed by excel 2016 and the building of the Model estimation was done by using statistical software called SPSS. 4. DATA COLLECTION AND ANALYSIS The following table shows the road traffic accident data collected from wolaita zone road and transport development directive and road traffic police office. Table -1: The severity Road traffic accident data of wolaita zone from 2013-2017 The frequency of accident is varying in week days of zone. The following table shows the number of accident in week days from Monday to Sunday. No. Woreda/Town Severity of Accident Fatality Major injury Minor injury Property damage Total 1 Sodo Town 39 110 86 38 273 2 Sodo Zuria Woreda 13 10 14 20 57 3 Areka Town 9 9 4 7 29 4 Boloso Sore Woreda 15 7 8 8 38 5 Boloso Bombe Woreda 2 - - - 2 6 Damot Sore Woreda 7 5 1 2 15 7 Damot Gale Woreda 31 20 42 27 120 8 Boditi Town 18 13 9 15 55 9 Humbo Woreda 19 12 6 27 64 10 Kindo Didaye Woreda 5 4 3 6 18 11 Damot Woyde Woreda 6 9 6 0 21 12 Damot Pulasa Woreda 1 3 2 2 8 13 Damot Ofa Woreda 9 3 - 1 13 14 Kindo Koysha Woreda 4 4 2 4 14 15 Duguna Fango Woreda 1 3 1 6 11 Total 179 212 184 163 738
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 05 Issue: 12 | Dec 2018 www.irjet.net p-ISSN: 2395-0072 © 2018, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 128 Table -2: The Magnitude of road traffic accident per year during 2013-201 No. Woreda/Town Police Office Years Total 2013/14 2014/15 2015/16 2016/17 1 Sodo Town 144 60 46 25 273 2 Sodo Zuria Woreda 14 27 16 11 57 3 Areka Town 7 7 8 7 29 4 Boloso Sore Woreda 10 12 9 7 38 5 Boloso Bombe Woreda - - - 2 2 6 Damot Sore Woreda - 5 6 4 15 7 Damot Gale Woreda 36 45 22 17 120 8 Boditi Town 25 9 9 12 55 9 Humbo Woreda 28 22 8 6 64 10 Kindo Didaye Woreda 5 6 3 4 18 11 Damot Woyde Woreda 2 11 4 4 21 12 Damot Pulasa Woreda - 5 2 1 8 13 Damot Ofa Woreda 4 3 4 2 13 14 Kindo Koysha Woreda 1 7 3 3 14 15 Duguna Fango Woreda 5 - 2 4 11 Total 277 215 138 108 738 Table -3: The total number of road traffic crash in week The number of accident because of each contributing factors for the road traffic accident in wolaita zone is listed in table 4 below. Table -4: Major causes of road traffic accident in wolaita zone Years Season Total Accident Over Speed Over Taking Failureto give priority Road Condition Vehicle Condition Pedestrian Factor Environm ental Condition 2013/14 1 92 29 23 17 1 5 7 3 2 69 32 36 5 3 3 3 1 3 54 19 13 15 1 1 11 1 4 62 31 15 7 2 1 12 2 2014/15 1 44 21 9 8 2 2 2 0 2 53 32 8 11 1 4 4 0 3 57 10 14 13 1 1 9 1 4 61 23 22 2 3 3 11 1 2015/16 1 36 11 10 4 1 2 6 1 2 29 13 8 3 1 2 5 1 3 31 20 5 7 1 0 7 0 4 42 5 8 6 2 1 12 2 2016/17 1 15 7 2 4 1 1 1 0 2 27 14 11 2 0 2 5 1 3 35 11 15 3 1 0 7 0 4 31 9 7 7 1 1 6 0 Different types of vehicles were involved in road traffic crash.Thenumberofaccidentoccurreddueto eachtypeof vehicle is described in the table 5 below. Years Total Number Of Accident In Zone Per Day Mon Tue Wed Thurs Fri Sat Sun Total 2013/14 43 35 63 54 30 32 20 277 2014/15 43 27 42 21 21 50 11 215 2015/16 19 22 25 18 20 27 7 138 2016/17 16 17 8 23 4 28 12 108
  • 5. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 05 Issue: 12 | Dec 2018 www.irjet.net p-ISSN: 2395-0072 © 2018, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 129 Table -5: The type accident occurred and corresponding vehicles during 2013-2017. As the collected data indicates from the main cause of road traffic accident in wolaita zone almost 37% was due to over speed, 26% was due to overtaking and lane changing, 14% was due to failing to give priority, 4% was due to the vehicle mechanical and technical problems, 14% was due to Pedestrian awareness problem and about 4% was due to road condition. Fig -1: The rate of contributing factors The frequency of accident occurrence in the zone for the past four years indicates the variation of rate of accident in week days. Fig -2: Accident per week From the woredas and town of wolaita zone, Wolaita sodo town shares the highiest number of accident in Wolaita zone followed by Damot Gale Woreda. The magnitude of road traffic accident in all Woreda/towns were described in chart below. Fig -3: Rate of accident in woredas/Town Accident Type Vehicle Involved In Accident Occurrence Trucks Bus Truck Trailer Motor Cycle Bajaj Others Total Death 16 8 4 131 9 3 171 Major injury 20 11 10 147 17 10 215 Minor injury 10 3 4 159 13 3 192 Property Damage 15 6 3 128 6 2 160 Total 61 28 21 565 45 18 738
  • 6. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 05 Issue: 12 | Dec 2018 www.irjet.net p-ISSN: 2395-0072 © 2018, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 130 As the collected data indicates compared to other vehicles, Motor cycle takes the highest share of accident occurrence. The rate of accident occurred due to different type of vehicle is described below. Fig -4: Accident and corresponding vehicles 5. MULTIPLE NON LINEAR REGRESSION ANALYSIS Multiple Regression equation is a well-known statistical technique, which is used to fit a relationship between dependent and independent variables. In the case of the current study, the dependent variable is the rate of accidentandtheindependent variables are the various contributing factors such as over speed, overtaking and lane changing, failing to givepriority,vehicle mechanical and technical problems, pedestrian awareness problem and road condition. The following multiple nonlinear regression analysis was developed for the purpose of analysis. Rate of Accident = 0.84447137+0.0510503*eOS + 0.28469095*eOT+0.30861598*ePL+0.25177854*eRC+0.18125182*eVC +0.16118756*ePF+0.03330983*eEC Where OS is for over speed, OT is for over taking. FP For failing to give priority, RC for road condition, VC for vehicle condition, PF for pedestrian factors and EC for environmental conditions. R2 =0.98765745, Adjusted R2 = 0.97685772 and F = 91.45 Above model fits the validation test and the analysis was carried out to observe the variation of total accident for various contributing factors. 6. CONCLUSIONS Transportation plays an advanced role in developing countries by facilitating social, economic and political activities, assuring the use of good governance and development, stiffening the agricultural andindustrial servicesto reducepovertyand backwardness. To preserve this good sketch of road transportation, road traffic fatalities, major injuries, minor injuries and property damage reduction and protection inquires big attention and effort. The current study is conducted to analyze the total rate of accident in wolaita zone, Ethiopia. The accident data were collected from the records of wolaita zone traffic police office and wolaita zone road and transport directive. A Multiple Non Linear Regression equation is developed to estimate the influence of each contributing factors on the occurrence of accidents. Rate of accidents is taken as a dependent variable and the contributing factors such as over speed, over takings, failing to give priority, road condition, vehicular condition, pedestrian factors and environmental conditions are taken as independent variables. From the analysis, it is concluded that the influence of over speed and over takingsaremoreleadinginoccurrenceof accidents. From the survey analysis, it was concluded that the dominating factors for accidents in the zone are human factors 91%, road condition 4 % .vehicle mechanical and technical problems3%,and environmental condition(2%).Motor cycletakes the highest share of accident occurrence followed by tracks in wolaita zone. 7. RECOMMENDATIONS Giving awareness for the society about road traffic rulesandregulationtakesa lion’sshareinpreventionandcontrol ofroad fatalities. In wolaita zone road safety education is provided for the society and also student traffic clubs has been formed but there is lack of trained teachers and training materials. There is no road traffic safety courses in schools. Only Short period training give limited knowledge. In all Woreda/town administration of Wolaita zone, the number of motorcycle accident exceeds other vehicles by number 427 which means 77%. In order to control this, laws on helmet are enacted but the
  • 7. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 05 Issue: 12 | Dec 2018 www.irjet.net p-ISSN: 2395-0072 © 2018, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 131 enforcement was not strict. The laws were not enacted on additive drivers, drunk drivers andunlicenseddriverswhicharethe main reason for accident. Speed breakers were provided at accident prone areas of road geometrical elements but standard traffic signs were not applied at appropriate distance. Speed limits were regulated but enforcement were not strict. Road surface condition and geometric design elements lacks road safety considerations. The laws and enforcementofvehiclesafety standard consideration were not strict. However all accidents are reportable, the road crash death were not reported uniformly. The centrally aggregated road traffic crash data were weak and not published regularly. The reporting system was standardized as the prepared format/checklist but not computerized and also there is shortage of traffic police number. Because of Lack of management of mixed traffic flow system, invisible road markings and traffic signs and pedestrians walkways, Pedestrians constitute a significant proportion of road fatalities. Wolaita zone must givethepriorityfor roadtraffic safety and must give attention to reduce the most contributing factors. 8. REFERENCES [1] B. T. Zewude and K. M. Ashine, "Determinants of Traffic Fatalities and Injuriesin Wolaita Zone,Ethiopia,"TheInternational Institute for Science, Technology and Education , vol. 8, no. 10, pp. 38-42, 2016. [2] WHO, "Global Status Report on Road Safety," World Health Organization, 2015. [3] ENN, "Ethiopia National News," 2018. [Online]. Available: http://enntelevision.com/. [Accessed 23 March 2018]. [4] A. persson, "Road traffic accidents in Ethiopia: Magnitude, Causes and Possible Interventions.AdvancesinTransportation Studies.". [5] J. B. Halkiyo, S. B. Halkiyu and R. R. Raju , "Road Accidents of Arba Minch town in Ethiopia: an Empirical Study," SSRG International Journal of Civil Engineering, vol. 4, no. 3, pp. 29-33, 2017. [6] T. Abegaz, B. Yemane, A. Worku, A. Assrat and A. Assefa, "Effects of excessive speeding and falling asleep while driving on crash injury severity in Ethiopia: A generalized ordered logit model analysis," Elsevier, vol. 71, pp. 15-21, 2014. [7] H. M. Fenta and D. L. Workie, "Analysis of Factors That Affect Road Traffic Accidents in Bahir Dar city, North Western Ethiopia," Science Journal of Applied Mathematics and Statistics, vol. 2, no. 5, pp. 91-96, 2014. [8] G. Segn, "Cause of Road Traffic Accident and Possible Counter Measures on AddisAbaba -ShashemeneRoad,"AddisAbaba Univestiy, Addis Ababa, 2007. [9] M. M. Kuleno, H. D. Denno, G. Abera and R. R. Reddy, "Consequences and Causes of Motorcycle Traffic Accident - A Case Study in Wolaita Sodo Town, Ethiopia," International Journal of Research in Engineering and Technology, vol. 07, no. 02, pp. 15-17, 2018.