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README.md

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@@ -14,17 +14,128 @@ image, highlight its cultural,natural beauty
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and promote sustainable tourism by using
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modern digital technologies, data analysis and
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community-driven insights all that on a website.
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![Haiti_beauty](https://github.com/MIT-Emerging-Talent/ELO2_LAPERLE_HT/blob/main/notes/video_haiti.mp4)
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![Haiti beauty](<https://github.com/MIT-Emerging-Talent/ELO2_LAPERLE_HT/blob/main/notes/discovering-haiti.jpg>)
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## Why tourism
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Tourism is one of the most promising sectors for Caribbean countries,
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attracting an increasing number of visitors every year. However, it
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remains underdeveloped in several destinations across the region.
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According to the WTTC, the tourism sector contributed more than 91
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million dollars to the region’s GDP in 2024 and is expected to grow
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by 7.4% in 2025. In addition, a study conducted by the World Tourism
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Organization in partnership with Oxford Economics shows that the
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sector supports nearly 3 million jobs—representing 15.7% of total
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employment in the Caribbean for 2024.
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## problem statement
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We grew up with the image that Haiti cannot fully manage its economic
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expenditures. Food insecurity and unemployment are increasing day by
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day. Yet, the tourism sector remains neglected, and the country's
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image is constantly tarnished online and internationally. As a
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result, tourism stagnates in Haiti, despite strong growth in the
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Caribbean. Three(3) of the five(5) most visited countries(Dominican
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Republic,Jamaica, Cuba) in the region are just a few kilometers away
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from Haiti. The Dominican Republic, which shares the same island with
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Haiti, ranks first among these destinations. Both countries have
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similar natural assets. The only difference lies in how crises
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(political, natural disasters) are managed and the importance given
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to the tourism sector.
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In this context, the question arises: do crisis (political, natural
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disasters, and the COVID-19 pandemic) have a significant impact on
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tourist arrivals in Haiti?
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## research question
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'How can data-driven digital platforms showcasing Haiti’s natural
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beauty, culture, and historical heritage change the global perception
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of Haiti and promote sustainable tourism?'
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## Findinds
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Our correlation analyses show that political crisis and natural
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disaster have not significant linear impact on tourist arrivals in
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Haiti. This indicates that the country’s tourism potential remains
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relatively stable, even during times of crisis.
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At the same time, our predictive model for 2026–2027 indicates a
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general upward trend in tourist arrivals in the Caribbean region,
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suggesting a growing tourism market and potential demand that Haiti
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can tap into.
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Since crisis do not significantly affect tourism, digital platforms
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have a stable foundation to showcase Haiti’s assets.The projected
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growth in Caribbean tourism represents an opportunity to seize.
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Well-targeted digital initiatives can capture this demand, attract
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more visitors, and enhance the country’s international image.
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By leveraging data-driven content on Haiti’s cultural, natural, and
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historical heritage, digital platforms can not only strengthen global
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perceptions of the country but also encourage more responsible and
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sustainable tourism practices.
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The results confirm that Haiti has exploitable tourism
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potential and that digital platforms can play a key role in
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transforming global perception and promoting sustainable tourism,
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relying on a stable foundation and a growing regional market.
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## Background review
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A brief overview of our shared insights on the tourism sector and
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caribbean region and Haiti.
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Located in the '0_domain_study' folder.
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Link : (<https://github.com/MIT-Emerging-Talent/ELO2_LAPERLE_HT/tree/main/0_domain_study>)
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## Non-technical explanation of the domain
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In this project, we plan to create a data-driven website to promote
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sustainable tourism in Haiti. Beforehand, we are conducting a study
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on regional tourism trends and examining how political crisis and
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natural disasters affect the tourism sector in Haiti. Many
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neighboring countries, such as the Dominican Republic and Jamaica,
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rely heavily on large-scale tourism promotion, and this strategy has
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proven successful, as both countries are among the five(5) most
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visited destinations in 2024.
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We are using data on inbound tourist in Haiti and across the
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Caribbean(1995-2022). Additionally, we are collecting information on Haiti’s
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tourism assets, including beaches, tourist sites, cultural
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attractions, safe areas, hotels, and more.
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Our analysis focuses on the relationship between years of crisis in
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Haiti and tourist arrivals, as well as regional tourism
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trends,whether tourism is increasing or decreasing, and what Haiti
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can potentially expect. The data on Haiti’s tourism assets will be
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used to showcase content on the website.
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## Limitation
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* The data do not allow us to capture seasonality and do not enable
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us to identify peak periods within each year.
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## Summary of our analysis approach
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* We conducted statistical and machine learning analysis to evaluate
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how do years of crisis correlate with tourist arrival in Haiti.
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* We conduct a linear correlation to see if there is significant
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linear correlation between political crisis, natural disaster and
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tourists arrival in Haiti
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* Exploratory Data Analysis (EDA) to visualize trends in the tourist
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sector both in Haiti and in the caribbean region
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## Team members
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Pierre Kenley MERVIL
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Kervens Hubert LOUIS
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Cliford EXAEL
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Cliforde EXAEL
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## Why this project is Useful
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## Why this project
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## Data Sources
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