@@ -14,17 +14,128 @@ image, highlight its cultural,natural beauty
1414and promote sustainable tourism by using
1515modern digital technologies, data analysis and
1616community-driven insights all that on a website.
17- ![ Haiti_beauty] ( https://github.com/MIT-Emerging-Talent/ELO2_LAPERLE_HT/blob/main/notes/video_haiti.mp4 )
17+
18+ ![ Haiti beauty] ( < https://github.com/MIT-Emerging-Talent/ELO2_LAPERLE_HT/blob/main/notes/discovering-haiti.jpg > )
19+
20+ ## Why tourism
21+
22+ Tourism is one of the most promising sectors for Caribbean countries,
23+ attracting an increasing number of visitors every year. However, it
24+ remains underdeveloped in several destinations across the region.
25+ According to the WTTC, the tourism sector contributed more than 91
26+ million dollars to the region’s GDP in 2024 and is expected to grow
27+ by 7.4% in 2025. In addition, a study conducted by the World Tourism
28+ Organization in partnership with Oxford Economics shows that the
29+ sector supports nearly 3 million jobs—representing 15.7% of total
30+ employment in the Caribbean for 2024.
31+
32+ ## problem statement
33+
34+ We grew up with the image that Haiti cannot fully manage its economic
35+ expenditures. Food insecurity and unemployment are increasing day by
36+ day. Yet, the tourism sector remains neglected, and the country's
37+ image is constantly tarnished online and internationally. As a
38+ result, tourism stagnates in Haiti, despite strong growth in the
39+ Caribbean. Three(3) of the five(5) most visited countries(Dominican
40+ Republic,Jamaica, Cuba) in the region are just a few kilometers away
41+ from Haiti. The Dominican Republic, which shares the same island with
42+ Haiti, ranks first among these destinations. Both countries have
43+ similar natural assets. The only difference lies in how crises
44+ (political, natural disasters) are managed and the importance given
45+ to the tourism sector.
46+
47+ In this context, the question arises: do crisis (political, natural
48+ disasters, and the COVID-19 pandemic) have a significant impact on
49+ tourist arrivals in Haiti?
50+
51+ ## research question
52+
53+ 'How can data-driven digital platforms showcasing Haiti’s natural
54+ beauty, culture, and historical heritage change the global perception
55+ of Haiti and promote sustainable tourism?'
56+
57+ ## Findinds
58+
59+ Our correlation analyses show that political crisis and natural
60+ disaster have not significant linear impact on tourist arrivals in
61+ Haiti. This indicates that the country’s tourism potential remains
62+ relatively stable, even during times of crisis.
63+ At the same time, our predictive model for 2026–2027 indicates a
64+ general upward trend in tourist arrivals in the Caribbean region,
65+ suggesting a growing tourism market and potential demand that Haiti
66+ can tap into.
67+
68+ Since crisis do not significantly affect tourism, digital platforms
69+ have a stable foundation to showcase Haiti’s assets.The projected
70+ growth in Caribbean tourism represents an opportunity to seize.
71+ Well-targeted digital initiatives can capture this demand, attract
72+ more visitors, and enhance the country’s international image.
73+ By leveraging data-driven content on Haiti’s cultural, natural, and
74+ historical heritage, digital platforms can not only strengthen global
75+ perceptions of the country but also encourage more responsible and
76+ sustainable tourism practices.
77+
78+ The results confirm that Haiti has exploitable tourism
79+ potential and that digital platforms can play a key role in
80+ transforming global perception and promoting sustainable tourism,
81+ relying on a stable foundation and a growing regional market.
82+
83+ ## Background review
84+
85+ A brief overview of our shared insights on the tourism sector and
86+ caribbean region and Haiti.
87+
88+ Located in the '0_domain_study' folder.
89+ Link : (< https://github.com/MIT-Emerging-Talent/ELO2_LAPERLE_HT/tree/main/0_domain_study > )
90+
91+ ## Non-technical explanation of the domain
92+
93+ In this project, we plan to create a data-driven website to promote
94+ sustainable tourism in Haiti. Beforehand, we are conducting a study
95+ on regional tourism trends and examining how political crisis and
96+ natural disasters affect the tourism sector in Haiti. Many
97+ neighboring countries, such as the Dominican Republic and Jamaica,
98+ rely heavily on large-scale tourism promotion, and this strategy has
99+ proven successful, as both countries are among the five(5) most
100+ visited destinations in 2024.
101+
102+ We are using data on inbound tourist in Haiti and across the
103+ Caribbean(1995-2022). Additionally, we are collecting information on Haiti’s
104+ tourism assets, including beaches, tourist sites, cultural
105+ attractions, safe areas, hotels, and more.
106+
107+ Our analysis focuses on the relationship between years of crisis in
108+ Haiti and tourist arrivals, as well as regional tourism
109+ trends,whether tourism is increasing or decreasing, and what Haiti
110+ can potentially expect. The data on Haiti’s tourism assets will be
111+ used to showcase content on the website.
112+
113+ ## Limitation
114+
115+ * The data do not allow us to capture seasonality and do not enable
116+ us to identify peak periods within each year.
117+
118+ ## Summary of our analysis approach
119+
120+ * We conducted statistical and machine learning analysis to evaluate
121+ how do years of crisis correlate with tourist arrival in Haiti.
122+
123+ * We conduct a linear correlation to see if there is significant
124+ linear correlation between political crisis, natural disaster and
125+ tourists arrival in Haiti
126+
127+ * Exploratory Data Analysis (EDA) to visualize trends in the tourist
128+ sector both in Haiti and in the caribbean region
18129
19130## Team members
20131
21132Pierre Kenley MERVIL
22133
23134Kervens Hubert LOUIS
24135
25- Cliford EXAEL
136+ Cliforde EXAEL
26137
27- ## Why this project is Useful
138+ ## Why this project
28139
29140## Data Sources
30141
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