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Alexis Fillone
  • National Capital Region, Philippines

Alexis Fillone

Understanding the determinants of commute car choice decision is a potential way to design consistent, proactive policies to discourage car dependency. This study attempts to develop a travel mode choice model for home-to-work commuters... more
Understanding the determinants of commute car choice decision is a potential way to design consistent, proactive policies to discourage car dependency. This study attempts to develop a travel mode choice model for home-to-work commuters in Metro Manila, by taking account of a comprehensive set of determinants, i.e., socioeconomic characteristics, travel behavior, and built environment characteristics. The study used the primary dataset of 3,877 observations gathered in 2017. The developed model was then applied to simulate a percentage share of car choice in response to variation of some variables of interest based on the "what-if" concept. The percentage share of car choice would have been 10.49% less than the current level had the road public transport line density of all the residential areas been maximized up to 154.22 km/km 2 and had a walk distance from home to the shortest railway station for all the residential areas been no longer than 800 m.
Improvement of residential areas with low accessibility to crucial destinations (e.g., hospitals, schools, markets, and recreation centers) is expected to improve traffic flow and reduce energy consumption and CO 2 emissions. This study... more
Improvement of residential areas with low accessibility to crucial destinations (e.g., hospitals, schools, markets, and recreation centers) is expected to improve traffic flow and reduce energy consumption and CO 2 emissions. This study intends to evaluate the multi-criteria accessibility measure of residential areas to key destinations in Metro Manila, using the gravity method and applying it to understand its impact on household vehicle ownership and energy consumption. The main findings suggest that improving residential area access to key services and facilities (i.e., hospitals, schools, markets, and recreation centers) not only enhances the equitable development of society but also discourages household vehicle dependency. Additionally, the highest multi-criteria accessibility is observed for areas with the presence of high rail line density, specifically in the oldest part of Metro Manila because of many educational institutions, medical centers and hospitals, and markets and shopping malls located around the train stations and along the rail lines. Furthermore, households living in an area with high multi-criteria accessibility are less likely to acquire and use vehicles. A 1% improvement of accessibility reduced the energy consumption by 38.470 MJ/month-vehicle, CO 2 emission by 2.851 kg/month-vehicle, and vehicle kilometers traveled by 12.043 km/month-vehicle. Based on the empirical findings, policy implications recommend building more key facilities in residential areas having the lowest accessibility. The lowest accessibility areas are also geospatially visualized to support policymakers and urban planners.
An initial assessment of the existing routes of the recently implemented P2P Bus Service System in Metro Manila was conducted. The service encourages mode shifting from private to public transport especially for users traversing one of... more
An initial assessment of the existing routes of the recently implemented P2P Bus Service System in Metro Manila was conducted. The service encourages mode shifting from private to public transport especially for users traversing one of the busiest roads in the metro: Epifanio de los Santos Avenue (EDSA). The characteristics of the P2P bus units that distinguish them from regular buses include fixed departure schedules, fewer pickup and drop-off points, passenger limit, and aspects such as more comfortable seating and free internet connection. A questionnaire survey is then conducted among current P2P users to have an initial assessment of the said transit system and be able to formulate possible improvements. It was found that not all routes were able to successfully encourage private car users to shift to P2P and most of the current users are also from other modes of public transport. On the other hand, a satisfaction survey is also conducted among users and it is identified that affordability, travel time, schedule, and amenities are aspects which can be improved for the P2P bus service system.
The copula-based joint discrete-continuous framework is superior to the full information maximum likelihood estimation approach of the bivariate normal distribution function. Using the simultaneous maximum likelihood estimation (MLE) to... more
The copula-based joint discrete-continuous framework is superior to the full information maximum likelihood estimation approach of the bivariate normal distribution function. Using the simultaneous maximum likelihood estimation (MLE) to estimate the copula-based joint model is computationally prohibitive,and sometimes the simultaneous MLE approach does not converge. This paper aims to compare the models developed using the sequential and simultaneous MLE approaches of the Frank copula-based discrete-continuous model. The results implied that the simultaneous MLE of the joint model did not converge, and the problem arose during the model estimation. The estimated percentage shares of the discrete choice component using the sequential MLE approach matched the actual percentage shares. Beyond that, the model was slightly superior to the independence-based joint model in term of Akaike Information Criteria (AIC) but marginally lower in terms of root mean square error (RMSE) and mean relative error (MRE) for the continuous choice component.
This paper intends to explore the impact of facility damage, evacuation distance, and tsunami warning on earthquake evacuation choice using the primary stated preference data of 1,079 individuals collected in Surigao City, Philippines in... more
This paper intends to explore the impact of facility damage, evacuation distance, and tsunami warning on earthquake evacuation choice using the primary stated preference data of 1,079 individuals collected in Surigao City, Philippines in 2019. Three alternative evacuation choices were classified such as stay at home, evacuation to open space, and evacuation to a public shelter. The Multinomial Logit (MNL) and the Multinomial Probit (MNP) regressions were used to develop the model for comparison. The results highlighted that the MNL and MNP were comparable in terms of log-likelihood value and McFadden R2. The estimated coefficients of the two models are in the same trend and informed that people are more likely to evacuate to open spaces or public shelters rather than stay at homes in case of the complete facility damage. Interestingly, people are least likely to leave to public refuges if there is a tsunami warning.
The growing metropolitan region of Metro Manila is currently facing challenges in mobility and housing affordability. These challenges are compounded in the event of meteorological disturbances. The paper provides an analysis to show how... more
The growing metropolitan region of Metro Manila is currently facing challenges in mobility and housing affordability. These challenges are compounded in the event of meteorological disturbances. The paper provides an analysis to show how access to transportation services varies in the event of flooding. Mobility, in the form of access to transport services, is considered as a contributing factor to housing costs. It is believed that households closer in proximity to key trip attractors (such as Central Business Districts or CBDs) and to transportation services offer greater mobility and are less affordable. Data from household interview surveys were analyzed using a transportation modeling software and presented using Geographic Information System (GIS). The analysis showed that changes in transportation access are significant in areas where flooding is common. If flooding events become more frequent, several areas in Metro Manila would become more difficult to access and less attractive to live in. Not considering the combined problem of housing costs and mobility might cause an oversight in transport planning in Metro Manila and would grow in severity in the future. Hence, areas that are further away from CBDs and are more prone to flooding incidents should have better transportation accessibility. In return, this would ease housing affordability issues by reducing transportation costs incurred for living in these areas.
Sustained economic growth with insufficient public transport in metropolitan areas encourages private vehicle dependency, thereby increasing petroleum oil consumption and greenhouse gas (GHG) production. One way to mitigate these issues... more
Sustained economic growth with insufficient public transport in metropolitan areas encourages private vehicle dependency, thereby increasing petroleum oil consumption and greenhouse gas (GHG) production. One way to mitigate these issues is to encourage private vehicle users to own smaller fuel-efficient vehicles. This paper intends to explore determinants (i.e., socioeconomic characteristics, travel behavior, vehicle attributes and purchasing conditions, vehicle and gas prices, and built environment characteristics) of individual vehicle type owners and energy consumption in Metro Manila. The data sample of 846 observations and a copula-based joint discrete-continuous framework were employed. The findings highlighted that individuals using bank auto loans are more likely to choose SUVs than cars, thereby consuming more energy. Furthermore, people located in high population density areas and those with road-based public transport line dense areas prefer cars to SUVs. An increase in gas and vehicle cost contributes to energy saving and discourages SUV dependency. The developed models were also applied for a "what-if" scenario analysis to quantify the competing options as an innovative perspective for crafting proactive transportation policies. Understanding the determinants of vehicle type ownership and energy consumption is the precursor of designing consistent transportation policies to mitigate petroleum oil consumption and mobile emissions.
Projected economic growth is expected to further increase vehicle ownership among households in Metropolitan Manila. This increase is likely to translate to higher energy requirements, elevated greenhouse gas emissions and air pollution,... more
Projected economic growth is expected to further increase vehicle ownership among households in Metropolitan Manila. This increase is likely to translate to higher energy requirements, elevated greenhouse gas emissions and air pollution, as well as a worsening of traffic congestion. A multinomial logit-based household vehicle ownership model was developed taking into account household characteristics and urban form peculiarities that are hypothesized to affect the level of vehicle ownership among households. The model utilized data gathered from a survey of 2,300 households from various areas of Metropolitan Manila. Results indicated that flooding susceptibility of communities does not affect vehicle ownership and type among its residents. Higher public transport density and closer proximity to essential facilities and services were found to be strong determinants that discourage vehicle ownership. Higher population density, contrary to findings in most studies, tends to reinforce vehicle ownership due to the inadequacy of public transport service, especially in crowded areas. The model was used to simulate "what if" shares of levels of vehicle ownership and apply the model under scenarios of 1) access to essential facilities, 2) improved road public transport line density, and 3) their combination. The results indicated that these interventions, relative to the baseline scenario, could respectively reduce vehicles owned by 26.63%, 35.02%, and 59.61% among the households surveyed and CO2 emission by 1.33 million tonnes, 1.63 million tonnes, and 2.69 million tonnes.
ABSTRACT: Metro Manila is the most populated region in the country. It is the largest contributor to the economy of the country at around 40 percent. Situated in this metropolis is the Epifanio Delos Santos Avenue (EDSA), which... more
ABSTRACT: Metro Manila is the most populated region in the country.  It is the largest contributor to the economy of the country at around 40 percent.  Situated in this metropolis is the Epifanio Delos Santos Avenue (EDSA), which currently serves an estimated average of 330,000 vehicles daily.  This number has greatly increased since the early 2000s.  Because of EDSA’s significance, many transportation-related studies had focused on it.  Among the largest studies is the Metro Manila Urban Transportation Integration Study (MMUTIS) that was completed in 1999 and has recently been updated through the MMUTIS Update and Capacity Enhancement Project (MUCEP).  There is also another ongoing project entitled Integrated and Optimal Scheduling of a Public Transport System in Metro Manila (PUBFix), which is funded by the government (DOST-PCIEERD).  The project intends to improve the public transportation system in the metropolis, specifically bus operation along EDSA.  In this research, the aim is to formulate stated preference (SP) logit choice models in order to predict the mode choices of commuters along EDSA.  Such results are important in order to determine the changes in travel behavior of commuters when certain policies and measures are introduced.  An EMME model is also prepared for this study in order to quantify the differences between baseline and hypothetical scenarios.  Aside from quantifying the difference of these scenarios in terms of environmental effects, other traffic parameters were also calculated in order for transport policymakers to be guided in considering more appropriate measures.
Research Interests:
Historic urban centers (HUCs) such as the Ermita District in Manila display a compact, mixed, and human-scale urban form. Because of these features, people in these areas still depend on either walking or riding a pedicab (also known as... more
Historic urban centers (HUCs) such as the Ermita District in Manila display a compact, mixed, and human-scale urban form. Because of these features, people in these areas still depend on either walking or riding a pedicab (also known as cycle rickshaws) to reach their destinations. The latter mode, considered an informal non-mo-torized transport (NMT), is widely preferred by commuters as their first-and last-mile trip option to navigate the narrow street network of these historic districts. However, it is unclear what factors affect an individual's first-and last-mile choices. Through a face-to-face intercept survey, respondents were asked about their relative preference between the two mode choices to capture the factors that influenced their decision to walk or to ride the pedicab within Ermita. By utilizing logit choice analysis, the study identified statistically significant mode-specific, as well as qualitative, variables that influenced individual decisions. The probability outcome showed that the most significant factors were access and/or egress time, cost over travel time, safety, and accessibility of the walking environment. It is also important to note that pedicab users had a longer average trip distance (about a kilometer) than walkers, and women, including those who were accompanied by children, preferred to use pedicabs. Results from this study can help district-level planning and policymaking in three ways: (1) by improving the physical environment through encouraging the use of NMT such as walking and pedicab riding as crucial first-and/or last-mile options for individuals in HUCs; (2) by aligning routes and regulations for pedicab services to be part of an overall transport service provision, and (3) by undertaking infrastructure improvements for safer walkway environments for pedestrians, considering the implications of walking and pedicab riding to individual, population-level health outcomes and overall quality of life.
Research Interests:
Transport plays an important role in helping people to access activities and participate in life. The availability of transport networks, the modes available, new infrastructure proposals, and the type of urban development can all impact... more
Transport plays an important role in helping people to access activities and participate in life. The availability of transport networks, the modes available, new infrastructure proposals, and the type of urban development can all impact on and change activity participation, and hence contribute to social equity in the city. This article uses surveys in low and high income neighbourhoods in Manila, the Philippines, to assess the social equity implications of differential access to transport. The analysis demonstrates how the theoretical framework of the Capability Approach (Nussbaum, 2003; Sen, 1985, 1999, 2009) can be used to assess what individuals might be able to access (capabilities) versus their actual travel (functionings). The spatial patterns of travel and access to activities are assessed, demonstrating significant differences by gender, age, income and neighbourhood, in terms of travel mode and cost of travel; health, physical and mental integrity; senses, imagination and thoughts; reasoning and planning; social interaction; natural environment; sustainable modes; and information. This approach to assessing the transport dimensions of social equity offers much potential, based not only on access to resources or consumption of mobility, but also in the opportunities that people have in relation to their activity participation. The case study context is also informative, with Manila providing an example of an Asian city with high levels of private car usage, high levels of congestion, and large spatial and income differentials in travel and associated social equity.
Road congestion is one of the common transportation problems encountered by developing cities in the Philippines where Dagupan City is not an exemption. Dagupan City is a commercial hub north of Manila and a center of education in the... more
Road congestion is one of the common transportation problems encountered by developing cities in the Philippines where Dagupan City is not an exemption. Dagupan City is a commercial hub north of Manila and a center of education in the region. Shopping malls and schools in the City of Dagupan are the major trip generators in the city that have significant impact on road congestion. This study aims to compare the trip attraction, their characteristics and behavior, between a shopping mall and a school in Dagupan City. Descriptive and basic statistical analyses were used to analyze the data. The jeepney is the mode of choice of majority of those going to school and mall. The results also showed that vehicle volume and pedestrian counts attracted to the school and the mall have different peak periods. This finding will have some implication when introducing travel demand management schemes to the city.
Traffic congestion in Metro Manila had been forecasted to cost Php 6 billion per day by 2030. In response, the city of Manila implemented a truck ban. It eventually cost the economy an estimate of Php 43.85 billion from the resulting port... more
Traffic congestion in Metro Manila had been forecasted to cost Php 6 billion per day by 2030. In response, the city of Manila implemented a truck ban. It eventually cost the economy an estimate of Php 43.85 billion from the resulting port congestion. Numerous freight transport development plans were proposed shortly thereafter. However, due to limited resources, an optimum development roadmap is needed. Being exposed to the strongest typhoons, the transportation infrastructure's overall effect when operation disruptions occur (e.g. flooding) should also be considered. Thus, this paper proposes to include the resulting total economic losses caused by inoperability in the transportation sector in the assessment of freight transport development programs. The researches used an Inoperability Input-Output model to estimate losses as inoperability propagates across the economy. Two infrastructure development scenarios were assessed in this paper, resulting to approximately Php 122 million and Php 5 million, respectively, in economic loss savings.
The jeepney is a very unique public transport mode not only as a vehicle but also in the ways it is operated and utilized by passengers. This paper presents the characteristics of the public utility jeepney service operation and demand in... more
The jeepney is a very unique public transport mode not only as a vehicle but also in the ways it is operated and utilized by passengers. This paper presents the characteristics of the public utility jeepney service operation and demand in Baguio City. The analysis is made on the basis of various field surveys conducted. The rationalization of color-coded trunklines (Red, Blue, Green and Yellow) of jeepneys comprising 116 jeepney lines and associations and 4208 units are thought to determine the exact number of vehicles on the road to complement the carrying capacity of the city's roads. Results show that the average jeepney load factor computed is 0.82 or 82%, the average jeepney trips per day is 7.47, the average seating capacity is 20.97. Moreover, the average speed of jeepneys is at 10.228 kph at an average distance of 4.140 kilometers. The Aurora Hill and Trancoville lines obtained the highest demand with values of 43,973 and 37,689 passengers per day, respectively. This paper provides an initial analysis regarding the demand and supply of jeepneys serving particular routes in Baguio City.
Research Interests:
Transportation and accessibility has been one of the leading gate openers of tourism. Tourism is one of the fastest growing industries today and this is very true in the Philippines. The main purpose of this paper is to gain insights on... more
Transportation and accessibility has been one of the leading gate openers of tourism. Tourism is one of the fastest growing industries today and this is very true in the Philippines. The main purpose of this paper is to gain insights on the travel and personal attributes of visitors in Sagada and Banaue, the top tourist destination sites in two neighboring provinces in the region Cordillera Autonomous Region (CAR), Philippines. Accessibility was presented and its effect on the growing tourism in the study area. Simple statistics was used in the analysis of the data gathered. It was presented that the two destination sites have different travel characteristics and that the areas should cater more on group travelers. It was found out that the length of stay of visitors is much dependent on their budget.
Research Interests:
Integrated sustainable transport systems involve appropriate pedestrian linkages to public transport services. Determining an appropriate design for pedestrian linkages to public transport services requires study on the willingness of... more
Integrated sustainable transport systems involve appropriate pedestrian linkages to public transport services. Determining an appropriate design for pedestrian linkages to public transport services requires study on the willingness of public transport users to walk, which is partly contingent to the quality and reliability of the public transport service that pedestrians attempt to connect to. Surveys were conducted in Baguio City to: (i) investigate the willingness of commuters to walk and (ii) determine the level of understanding of both commuters and jeepney drivers and operators on the proper functions of jeepney stops, public transport facilities and services. The study found that respondents are less likely to walk and require certain walking environment conditions. Moreover, commuters and jeepney drivers demonstrated a common understanding of proper functions of jeepney stops.
Research Interests:
Metro Manila is currently lagging in the development of mass transit systems that could have alleviated traffic congestion in the metropolis. Several studies have proposed rail transit lines in the past including a heavy rail network in... more
Metro Manila is currently lagging in the development of mass transit systems that could have alleviated traffic congestion in the metropolis. Several studies have proposed rail transit lines in the past including a heavy rail network in 1973 and a light rail transit network in 1977. The former was not realized and only parts of the latter have been implemented. Meanwhile, in 1999 a new master plan was drawn up that also made recommendations for future rail transport development. This paper presents on these rail transit lines and discusses the counterfactual scenarios for Metro Manila concerning rail-based transportation network development according to the recommendations of past projects. It attempts to answer the question of whether transportation and traffic in Metro Manila could have been better if a more extensive rail transit network was realized.
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Surian sa mga Pag-aaral Pangkaunlaran ng Pilipinas The PIDS Discussion Paper Series constitutes studies that are preliminary and subject to further revisions. They are being circulated in a limited number of copies only for purposes of... more
Surian sa mga Pag-aaral Pangkaunlaran ng Pilipinas The PIDS Discussion Paper Series constitutes studies that are preliminary and subject to further revisions. They are being circulated in a limited number of copies only for purposes of soliciting comments and suggestions for further refinements. The studies under the Series are unedited and unreviewed. The views and opinions expressed are those of the author(s) and do not necessarily reflect those of the Institute. Not for quotation without permission from the author(s) and the Institute.
Studies have shown that mega transportation infrastructure projects underperform when actual cost and benefits are compared to forecasts utilized in the project proposals. The projected costs have been shown to be commonly... more
Studies have shown that mega transportation infrastructure projects underperform when actual cost and benefits are compared to forecasts utilized in the project proposals. The projected costs have been shown to be commonly underestimated.In this research, a database of transportation projects from the Philippines was assembled to look into the distribution of cost forecast inaccuracies.An ambitious project in the Western Visayas Region is assessed. The Panay-Guimaras-Negros (PGN) Bridge Project intends to connect Panay, Guimaras, and Negros islands via inter-island bridges that span approximately 23 km.In this study, the PGN project is contrasted against previously completed projects and lessons drawn from their experience. Moreover, the Reference Class Forecasting (RCF), as devised by Flyvbjerg, is tackled to improve risk assessment in transportation infrastructure project proposals. If the proposed PGN proposal were placed in the distribution of completed projects based on the dat...
Closed form logit models were used to estimate the impact of the proposed fx megataxi express service on transport mode choices of urban travelers in Metro Manila. Eight urban transport modes in the choice set were considered in the... more
Closed form logit models were used to estimate the impact of the proposed fx megataxi express service on transport mode choices of urban travelers in Metro Manila. Eight urban transport modes in the choice set were considered in the multinomial logit, two-level and three-level nested logit models that were used. In the three-level nested logit model, the modes are basically divided into -private (car-driving, car-passenger and regular taxi) and public, with the latter further split into – airconditioned (light rail, airconditioned bus and fx megataxi) and non-airconditioned (jeepney and non-airconditioned bus). Depending on the point of origin and destination as well as points of transfer of the urban traveler, the proposed fx megataxi express service may or may not affect the individual's mode choices. The analysis looks at whether the fx megataxi is retained as the traveler's mode choice, or part of the traveler's choice set, or is totally replaced by other, competing ...
Various traffic management schemes have been implemented through the years to solve, if not minimize traffic congestion along EDSA. The most recent one is the strict implementation of the Yellow Lane Policy (YLP). Under the said scheme,... more
Various traffic management schemes have been implemented through the years to solve, if not minimize traffic congestion along EDSA. The most recent one is the strict implementation of the Yellow Lane Policy (YLP). Under the said scheme, buses were segregated into their own lane, separate from other vehicular traffic. This study evaluated the effects of the said policy by examining
Several large scale transportation infrastructure projects have been proposed, with several already under construction, in Metro Manila by the current Administration such as the elevated expressway above the PNR line also known as the... more
Several large scale transportation infrastructure projects have been proposed, with several already under construction, in Metro Manila by the current Administration such as the elevated expressway above the PNR line also known as the NLEx-SLEx connector, the NAIA expressway, the CALA and Lakeshore expressway projects as well as the proposed LRT line 1 South Extension, BRT lines, subway, among others. Some of these transportation infrastructure projects are for possible Public-Private Partnership (PPP) funding. Aside from the National Government's proposals, several private groups have also proposed transportation infrastructure projects in Metro Manila. This research analyzed and evaluated the impact of these proposed transportation infrastructure projects on urban travel using the Transport Co-Benefit Analysis as developed by the Institute of Global Environmental Strategies (IGES). This research provides a macroscopic analysis regarding which proposed infrastructure projects would be beneficial to the people of Metro Manila.
Research Interests:
Urban travelers doing work trips in the morning were divided into three groups; namely, (a) private car users, (b) public transport users with cars of their own or who have access to vehicles belonging to their households, and (c) captive... more
Urban travelers doing work trips in the morning were divided into three groups; namely, (a) private car users, (b) public transport users with cars of their own or who have access to vehicles belonging to their households, and (c) captive public transport users who do not own a vehicle. Using Factor Analysis and SEM, latent variables were identified to reduce
ABSTRACT Transportation infrastructure planning process requires cost-benefit analysis in the evaluation of project proposals. Value of time (VOT) facilitates the conversion of travel time savings, which is a significant proportion of... more
ABSTRACT Transportation infrastructure planning process requires cost-benefit analysis in the evaluation of project proposals. Value of time (VOT) facilitates the conversion of travel time savings, which is a significant proportion of benefits in monetary terms. In cases where VOT has not been established, planners resort to crude estimates that often results in erroneous or biased measurements of benefits. This is the case of the Western Visayas region in the Philippines where transportation studies are rare. Secondary cities and its peripheral regions have often been overlooked subjects of transportation studies. In this study, multinomial logit models using revealed preference data were estimated to facilitate the calculation of the VOT. The total cost, square of the total cost, and total time were identified as significant explanatory variables affecting mode choice. The square of the total cost term was introduced in the models in order to account for income effect. Results indicate that VOT estimates for the inter-island passenger transportation between Iloilo and Negros Occidental generally range from 78.15PHP to 179.15PHP (1.91USD to 4.37USD) depending on trip and traveller characteristics.
ABSTRACT The number of days spent or length of stay by tourists in a specific destination is seldom the subject of an empirical research. The dearth in said research coverage persists despite the well-established economic impact of... more
ABSTRACT The number of days spent or length of stay by tourists in a specific destination is seldom the subject of an empirical research. The dearth in said research coverage persists despite the well-established economic impact of revenues from tourist expenditures on local economies on a daily and cumulative basis. Descriptive analysis, cross-classification of variables, regression analysis, and survival analysis were used to explore the subject of tourist duration or length of stay. The results showed that several factors affect the duration of tourists' visit in Guimaras province. Civil status, employment status, frequency of vacation in a year, vacation trip purpose, budget per hour, and travel budget affect the length of stay of Guimaras tourists. It was also revealed that the total travel budget set by tourists is directly related to their length of stay in Guimaras for tourism purposes. The study results suggest that the tourism industry in the province may benefit most from single tourists (i.e. unmarried solo travelers) who are more inclined to stay longer as visitors. It may be advantageous for the tourism promotion offices to target single tourists as a market segment in Guimaras.
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