(2023-12) Bilten VAM PAM, desanm 2023: Analiz sekirite alimantè
Rezime — Bilten PAM desanm 2023 la rapòte 70,8 pousan fwaye ayisyen (8,2 milyon moun) ki gen ensifizans alimantè an novanm, jis anba rekò oktòb la ki te 72,4 pousan, ak Grandans (82%) ak Nòdès (81%) ki pi afekte yo. Fèmti fwontyè Repiblik Dominikèn nan mitan septanm nan te deranje chèn apwovizyònman yo, epi yon konfli gang mòtèl nan Site Solèy (13-16 novanm) touye omwen 166 moun nan yon kontèks degradasyon sekirite pi laj.
Dekouve Enpotan
- Ensifizans alimantè a rive nan yon rekò 72,4 pousan an oktòb 2023 anvan li bese rive 70,8 pousan (8,2 milyon moun) an novanm.
- Grandans (82%) ak Nòdès (81%) te gen prevalans ki pi wo an novanm.
- Fèmti fwontyè Repiblik Dominikèn depi mitan septanm nan te deranje apwovizyònman manje, sitou pwa ak diri, nan depatman fwontyè yo.
- Anviwon 24,7 pousan Ayisyen pa t kapab peye Panyen Depans Minimòm nan jiyè 2023, yo prevwa pou rive 30-35 pousan jiska fevriye 2024.
- Konfli gang nan Site Solèy (13-16 novanm) touye omwen 166 moun nan yon kontèks degradasyon sekirite pi laj.
Deskripsyon Konple
Bilten VAM PAM sa a kouvri novanm 2023. Apre li te rive nan yon prevalans nasyonal rekò ensifizans alimantè 72,4 pousan an oktòb 2023, pi wo depi siveyans PAM te kòmanse an septanm 2021, to a te bese yon ti kras rive 70,8 pousan an novanm, anviwon 8,2 milyon moun, byenke pifò depatman te vin pi mal konpare ak oktòb apa Lwès, Sidès ak Grandans. Grandans (82 pousan) ak Nòdès (81 pousan) te gen prevalans ki pi wo. Nan zòn metwopoliten Pòtoprens lan, 1,7 milyon moun (73 pousan fwaye) te gen ensifizans alimantè, ki desann soti 78 pousan an oktòb, byenke Site-Solèy (93 pousan) ak Delma (71 pousan) rete pi afekte yo. Fèmti fwontyè Repiblik Dominikèn depi mitan septanm nan te deranje apwovizyònman manje, patikilyèman nan Sant, Nòdès, Sidès ak Nò, kote 62 pousan komèsan yo te sondaje rapòte rate, sitou pwa ak diri. Yon analiz aksesibilite jwenn ke 24,7 pousan nan 11,9 milyon moun Ayiti yo pa t kapab peye Panyen Depans Minimòm nan jiyè 2023, chif ki prevwa rive 30-35 pousan (jiska 760 000 moun anplis) jiska fevriye 2024 nan yon senaryo enflasyon pi mal. Sezon lapli a te pi sèch pase mwayèn pou pifò 2023, apa yon depresyon twopikal nan fen novanm ki te pote inondasyon twò ta pou ede rekòt la. Sekirite a te degrade fò nan fen ane a: konfli ame ant gang nan Site Solèy (13-16 novanm), apre lanmò yon chèf gang, touye omwen 166 moun, ak kay boule, yon sant sante tire epi vyolans seksyèl rapòte; depatman Lwès la anrejistre pi gwo pòsyon peyi a fwaye (29 pousan) ki rapòte ensekirite ap limite mwayen sibzistans oswa aksè manje yo.
Teks Konple Dokiman an
Teks ki soti nan dokiman orijinal la pou endeksasyon.
Haiti December 2023
WFP VAM Bulletin
Food security analysis
Key points
Around 8.2 million people were estimated to have insufficient food consumption in Haiti in November 2023 (prevalence
of 70.8%). While the situation has slightly improved compared to the previous month (72.4% in October 2023, the highest rate recorded since WFP monitoring tool was set up in 2021), it remains alarmingly high.
While most basic food commodities are globally available throughout the country, the closure of the border with the
Dominican Republic has had some tangible impacts on specific commodities, specifically in border departments such as
the North-East.
Based on an analysis around the affordability of the minimum expenditure basket (MEB), it is estimated that between
30 and 35% of Haitians will not be able to afford to buy essential needs in the next 2 months if prices continue to rise.
The season has mostly been drier than average in Haiti and conditions have worsened from August to October, with
severely dry conditions in the southern peninsula. In November, a tropical depression brought abnormally important
amounts of rainfall, but given the timing (very late in the season) and the intensity (some croplands in the southern
peninsula were damaged), such conditions are unlikely to improve perspectives of a drop in agricultural production.
VAM Bulletin | December 2023
Page 1
1. Food security analysis [A]
Alarming levels of food consumption insufficiency throughout Haiti
8.2M
People
with insufficient
food consumption
in November 2023
NOVEMBER 2023
+0.77M increase
from 3 months ago
-0.05M DECREASE
from 1 month ago
After several months of relative stability in the percentage of
households with insufficient1 food consumption (comprised
between 64% - 66% from May to September 2023), a sharp
increase can be observed in October 2023 (Figure 2),
reaching 72.4%, which is the highest national prevalence rate
of food insufficiency ever recorded since WFP’s monitoring
tool has been running (September 2021). In November 2023,
the prevalence rate remains alarmingly high, with 70.8% of
households estimated to have insufficient food consumption
at national level, which corresponds to approximately 8.2
million people2.
Figure 1. Prevalence (in % of households) of insufficient food consumption in Haiti as of
November 2023. Source: WFP, Geopoll/HungerMapLIVE (November 2023)
Insufficient food consumption
(FCS Poor or Borderline)
This slight improvement at national scale conceals important disparities at department
level (admin-1), as food consumption levels have deteriorated in most departments in
November compared to the previous month, except for the West, South-East and
Grande’Anse (as shown in Figure 1). The highest prevalence rates are found in
Grande’Anse (82%) and North-East (81%).
Besides, the percentage of households using emergency or crisis coping strategies
follows similar trends nationwide: after reaching the highest value ever recorded in
September 2023 (67%), rates have gone downward to 64% in October and November
2023. This may certainly be linked to the closure of the border with the Dominican
Republic that occured mid-September and highly affected the country’s food supplies.
Figure 2. Monthly trend (in % of households) of insufficient food consumption in Haiti from November 2022 to
November 2023.
Source: WFP, Geopoll/HungerMapLIVE (November 2023)
Focus on the Port-au-prince metropolitan area
1.7M
People
with insufficient
food consumption
in November 2023
in ZM-PAP
-0.12M DECREASE
from 1 month ago
In the Port-au-Prince metropolitan area (ZM-PAP), 1.7 million
people (around 73% of households) are estimated to have
insufficient food consumption in November 2023, compared
with 69% at the start of the third quarter, in July 2023 (Figure
4). In line with the national findings, a slight decrease is
observed in November 2023 compared to the previous
month (October 2023), when a prevalence rate of 78% of
households with poor or borderline food consumption was
registered, the highest value recorded for ZM-PAP since WFP
monitoring tool has been set up. This globally positive trend
in the last month does not, however, concern the communes
of Cité-Soleil (93%, which makes it the most severely affected
commune out of the metropolitan area) and Delmas (71%).
VAM Bulletin | December 2023
Page 2
PAP
+0.01M increase
from 3 months ago
Figure 3. Prevalence (in % of households) of insufficient
food consumption in ZM-PAP as of November 2023.
Source: WFP, Geopoll/HungerMapLIVE (Nov 2023)
Insufficient food consumption
(FCS Poor or Borderline)
Figure 4. Monthly trend (in % of households) of insufficient food consumption
in ZM-PAP from November 2022 to
November 2023. Source: WFP, Geopoll/
HungerMapLIVE (Nov 2023)
The food consumption is considered insufficient when the Food Consumption Score (FCS) is Poor or Borderline.
Note that these numbers of people with insufficient food consumption are not comparable with IPC food insecure
figures (refer to methodology section).
1
2
2. Market MONITORING [B][C]
Some market disruptions due to the closure of border and insecurity
WFP collected data in Haiti’s ten departments in November
2023 to monitor the availability of basic food items and
household purchasing power, in addition to the CNSA's
monitoring of food availability in the capital city of each
department. For programmatic reasons, in line with these
commune-level interventions and to account for the diversity
within each department, WFP identified four to five markets
per department to conduct the data collection. Results
derived from the data, such as the median prices of basic
food commodities by department are presented in Figure 5.
During the month of November, 62% of the surveyed traders
reported scarcity (low availability) of food products in all
departments. The products most affected were beans (a
seasonal product) and rice. The departments most affected
by this shortage were those close to the border and/or those
that mainly source from the Dominican Republic (DR)
(Center, North-East, South-East and North). In fact, this
shortage could be explained by the poor performance due to
various negative factors such as gang violence (leading to the
abandonment of certain production areas), low availability
and high cost of agricultural inputs, etc., which tend to
persist. The reasons for the shortage of the products
mentioned are, among others and in order of priority :
• The high cost of food products;
• Difficulties with transportation;
• The trader didn't have the money in time to restock before
the product ran out;
• The unavailability of the product at the time of demand
from the supplier;
• Poor agricultural performance in some of the country's
production zones.
EVOLUTION OF THE FOOD BASKET
In November 2023, the average cost of the food basket at
national level is around 28,400 HTG (Haitian gourdes), 2%
lower than in October 2023. The value of the basket in the
departments of North-East, North, South-East and Nippes
exceeds the national average (see Figure 6). The large
Price (in HTG)
Department
Wheat
flour
Rice
Maize
Sugar
Black
beans
Red
beans
Oil
(per gal)
Centre
265
285
223
250
431
434
1116
Artibonite
278
269
238
240
457
475
1173
Nippes
334
257
296
291
513
519
1335
North
315
265
261
262
542
599
1245
North-East
337
252
261
279
561
694
1173
North-West
251
253
214
221
452
445
1142
South
283
255
225
249
471
550
1285
South-East
419
264
219
243
501
506
1419
Grande'Anse
242
239
246
231
571
722
1255
Figure 5. Median prices of basic food commodities by department in Oct 2023. Source: WFP
discrepancy in the North-East (24% above the national
average) can most probably be explained by the closure of
the DR border in mid-September 2023.
MARKET FUNCTIONALITY INDEX
In November 2023, WFP conducted an update of the Market
Functionality Survey (MFI). Results are shown in Figure 7. Very
good scores were observed for the dimensions Assortment,
Availability, Resilience, Competition and Access/Protection in
most departments across Haiti, except for the North, Centre,
West and South-East, which face a medium to high level of
risk for the Availability dimension due to the border closure
and the insecurity situation in the metropolitan area.
Besides, results of the updated MFI show very low scores
(meaning very high levels of risk) for the Price dimension; this
may be due to the high level of inflation the country has
faced in recent years. Very low scores (very high levels of risk)
were also observed for the Infrastructure, Service and Quality
dimensions - which relate to more structural features of
Haiti's markets. A comparative analysis of the situation
between November 2023 and November 2022 in the
departments that are most likely to be affected by the border
crisis (North, North-East, Centre) and the commune of CitéSoleil in the Port-au-Prince metropolitan area, reveals i) a
significant drop in Availability scores in North, North-East and
Cité-Soleil, and to a lesser extent in Centre; ii) a drop in
Supply chain resilience, particularly marked in Cité-Soleil, but
also in the North and North-East; iii) no significant change in
the Price dimension, which remains very low; and iv) little
change in the Assortment dimension.
Figure 6. Average cost of food basket by department in Haiti, as of October 2023.
Source: WFP Haiti (October 2023)
VAM Bulletin | December 2023
Page 3
Figure 7. Scores by department from the Market Functionality Index survey update conducted in November 2023. Source: WFP Haiti (Nov 2023)
3. ECONOMIC ANaLYSIS (Meb) [D]
1 Haitian out of 3 will soon not be able to afford to buy essential needs
An analysis on the affordability of the minimum
expenditure basket (MEB) estimates that between
300 and 760 thousand Haitians won't be able to
afford to buy essential needs in the next 2 months.
This analysis, based on survey and economic data, intends to
answer the following question : how many additional people
will not be able to cover their essential needs if prices
continue to increase at the current pace? To answer that
question, household expenditure data from the ENSSAN
survey (Enquête Nationale de Suivi de la Sécurité Alimentaire et
Nutritionnelle), collected in July 2023, and updated data on
the Minimum Expenditure Basket (MEB) - derived from
economic data such as inflation and currency exchange rate are used. The MEB is the monetary threshold that
households require to cover their essential needs through
the market. More details about the methodology are
provided at the end of this document (section Methodology,
Box [D]).
In July 2023, 24.7 percent of the 11.9 million people living in
Haiti could not afford the MEB. In span of three months only,
it is estimated that an additional 333,000 people (2.8 percent
of the population) would be in the same situation (see Table
1). The current level of inflation has eroded the purchasing
power of households across the country, with an increase of
11 percent of the population unable to make ends meet
between July and October. The departments of the South and
Center are estimated to be the most affected, with an
increase of 24 percent or more from July to October.
up to February 2024
October 2023
Scenario 1
Scenario 2
Scenario 3
(5% increase CPI)
(10% increase CPI)
(15% increase CPI)
Consumer Price Index (CPI)
341.1
358.2
375.2
392.3
Inflation
22.8%
18.0%
23.6%
29.2%
MEB rural (in HTG)
12,410
13,031
13,651
14,272
MEB urban (in HTG)
17,750
18,638
19,525
20,413
Table 2. Minimum Expenditure Baskets (rural and urban) in the case of three scenarios for
the period from October 2023 to February 2024. Source: IHSI, WFP.
are proposed (see Table 2): in case the Consumer Price Index
(CPI) increases by 5 percent (corresponding to an annual
inflation of 18%, the lower expected), 10 percent (the same
increase as last year) or 15 percent (worst scenario,
corresponding to an annual inflation of 29%). In the second
scenario, the number of additional people for whom the MEB
threshold would be too high is close to 500 thousand people,
while in the third scenario it is close to 760 thousand people.
These scenarios suggest that between 30 and 35 percent of
Haitians will not be able to afford to buy essential needs in
the market if prices continue to rise.
The analysis further explores the possible impacts on MEB
cost by testing three scenarios for February 2024, and
estimates the population that would be affected (i.e., who
could not afford to buy essential needs) if the monthly
inflation continues its upward trend. To do so, three
scenarios for the period from October 2023 to February 2024
Table 1. Estimation of people who cannot afford the cost of the Minimum Expenditure Basket in July 2023, October 2023 and in February 2024 according to three scenarios. Source: IHSI, WFP
VAM Bulletin | December 2023
Page 4
4. SEASONAL MONITORING [E]
3 consecutive months of drier-than-average conditions in the South
Haiti has endured typical El Nino impacts: so far, the
rainfall season has been fairly poor, with drier than
average conditions affecting most of the country
since April, except for November when a tropical
depression induced important rainfall amounts.
After a significant delay (March, April) in the onset of the
main season, rainfall deficits have continued to accumulate
throughout the season, more specifically in August,
September and October. The maps below (Figure 8) show
rainfall anomalies (percentage of average) in July, August,
September, October and November 2023 (top to bottom).
The rainfall anomaly map for July 2023 shows positive rainfall
anomalies (represented in blue according to the legend on
the map), more specifically in most of the departments of
North-West, Grande’Anse and Nippes, and in some
communes of Artibonite, where above-average precipitation
levels were observed in the month of July (not necessarily
restorative after such a delayed start to the rains, and
followed by prolonged dry conditions). The other maps show
that afterwards, dry conditions could be observed in most of
the country in August, September and October, with
particularly severe rainfall deficits detected in September
2023 in most communes of Grande’Anse, South and Nippes.
Such deficits have severely affected those areas of the
country, more particularly the departments of Grande'Anse,
South, Nippes, South-East, but also West and North-West.
The other departments are also impacted, but to a lesser
extent.
During the month of November, a particularly intense rainfall
episode affected most of the country due to a tropical
depression: the rainfall anomaly map for that month (bottom
of Figure 8) shows important positive anomalies (140%-180%
of average) in the whole country (see peaks in Figure 9).
Unfortunately, considering the timing (very late in the
season, right before the start of harvests) and the amounts
of rainfall (causing damage to croplands), those conditions
are very unlikely to help compensate the impacts from
prolonged rainfall deficits.
Such conditions are
expected to have
severe repercussions
on the current
agricultural season,
which accounts for
around 50% of the
country's annual
production.
It is important to
note that the
negative anomalies
illustrated in Figure 8
maps are part of a
wider picture : Haiti
has been affected by
a long multi-year
cycle of abnormally
dry conditions since
2013, and an El Niño
episode has been
confirmed in June
2023 (bringing drier
and warmer
conditions to the
Caribbean during the
main crop season).
The reduction in
precipitation,
induced by the El
Niño effect,
combined with wellknown long-term dry
conditions may likely
lead to decreased
production of key
food crops across the
country. For that
reason, seasonal
conditions should be
WEATHER FORECAST
The rainfall situation is expected to be
slightly above average in December 2023
and near-to-normal in the beginning of
2024, according to forecast datasets for the
period of December-January-February
(corresponding to the fall harvest period).
While this may likely not compensate for the
abnormally dry rest of the main season, if
the forecasts of favorable rainfall verify, this
could provide acceptable conditions for
third cycle and off-season crops.
Source: Copernicus Climate Change Service
Peaks corresponding to the
passage of tropical depressions
early June and mid-November
Rainfall (mm)
Rainfall average (mm)
Figure 9. Rainfall values in 2023 (dark blue) and
average values (cyan) per 10-day period, in Haiti.
Source: CHIRPS/UCSB, processed by WFP RAM-C
Figure 8. Rainfall anomalies (percentage of average) by
commune in July, August, September, October and
November 2023, in Haiti. Source: CHIRPS/UCSB, processed by WFP RAM-C
5. Security situation [F]
Insecurity levels remain high in ZM-PAP and unfold in Centre
Violent events that occurred between 1st July and 1st Dec 2023
are spatially represented in Figure 10, by event type and
number of fatalities involved. According to the data source
(ACLED[D]) most incidents are concentrated in the West
department, more specifically in Port-au-Prince metropolitan
area, but also in the town of Léogâne and in Fond Baptiste
(commune of Arcahaie). Other insecurity hotspots are
located in the departments of Artibonite (communes of
Dessalines and Saint-Marc) and Centre (commune of
Mirebalais), and to a lesser extent in Cap-Haïtien.
Armed clashes between 13th
and 16th November in CitéSoleil caused 166 fatalities
Figure 10. Violent events recorded in Haiti between 01 July 2023 and 01 December 2023.
Source: ACLED (2023)
Figure 11. Daily number of fatalities caused by violent events from January 2022 to December 2023 in Haiti. Source: ACLED (2023)
Recently, the deadliest peak of violence in Haiti occurred in
November 2023 (13th to 16th), as visible in Figure 11, showing
the daily numbers of fatalities caused by violent events
recorded by ACLED. Armed clashes then escalated between
gangs in Cité-Soleil after the death of a leader, causing at
least 166 fatalities in those four days, both civilians and
gangsters. The burning of houses, the shooting of a health
center and sexual violence were also reported. More deadly
clashes broke out in Tabarre at the end of the same month.
According to the data, the security situation seems to have
deteriorated at the end of the year, after a relative lull in JulyAugust 2023.
WFP’s real-time monitoring system (HungerMapLIVE) collects
information throughout the country about the perception of
households regarding their security. Figures 12 and 13 show
the percentages of households declaring that violence and
insecurity limit their capacity in securing livelihoods or
getting food, respectively by department at national level,
and by commune at the level of PAP metropolitan area. The
West department records the highest percentage value out
of the country, with 29% households affected by insecurity in
October-November 2023 (compared to 23% in the previous
quarter and to 22% one year before). Artibonite is the second
most affected department; 17% of households perceive the
levels of violence as limiting for their livelihoods and access
to food. A neat increase should be noted in the Centre
department (16% in quarter 4 of 2023 compared to 4% in the
previous one). In PAP metropolitan area, Cité-Soleil shows
the highest percentage of households affected by insecurity
(40%), with a strong increase compared to last quarter (23%),
probably in link with armed clashes described with ACLED
data above. In the communes of Croix-Des-Bouquets, Port-au
-Prince and Tabarre, more than one household out of three
also declare being impacted by insecurity levels in OctoberNovember 2023. Perceptions of inscurity impacts on
livelihood and food have worsened in quarter 4 compared to
the previous ones in most communes, except for Pétion-Ville.
PAP
Figure 12. Percentages of households affected by violence and insecurity/conflict, limiting
their capacity to secure livelihoods or get food, by department in Haiti, by quarter.
Source: WFP, Geopoll/HungerMapLIVE (Nov 2023)
VAM Bulletin | December 2023
Page 6
Figure 13. Percentages of households affected by violence and insecurity/conflict, limiting
their capacity to secure livelihoods or get food, by commune in Port-au-Prince metropolitan area, by quarter. Source: WFP, Geopoll/HungerMapLIVE (Nov 2023)
methodologies
[A] WFP’s continuous, near real-time
monitoring system (HungerMapLIVE)
This system collects thousands of survey data
points per day remotely, through live calls
made from call centers around the world,
including Haiti. The sample is 116 households
per department, and 120 per commune in the
Port-au-Prince metropolitan area, selected
monthly by random telephone dialing, to be
interviewed. These analyses enable to monitor
some key food security indicators, such as
insufficient food consumption or household
coping strategies. Monitoring their evolution
over time could thus constitute an alert
mechanism for programmatic readjustments,
as well as an advocacy tool. The prevalence
rates of insufficient food consumption
presented in this bulletin should not be
compared to the proportion of food insecure
people as provided by the IPC classification
exercises - which consider many more
indicators than insufficient food consumption
and coping strategies.
[B] Market price monitoring
Data collection for the market monitoring
system is based on face-to-face surveys with
retailers, considered as key informants (KIs). At
least five KIs are surveyed for each product on
the market in question. For these surveys, 343
merchants from 41 markets were surveyed in
October 2023, and a total of 38 markets were
surveyed in 38 communes for the month of
November 2023, both covering nine of the ten
country's departments. It is important to
emphasized that the sample is not
representative, given the constraints associated
with market operations. As such, merchants are
selected according to the "selected sample"
sampling methodology. The selection of the
food products takes into account the Minimum
Expenditure Basket (MEB), and covers seven
basic products : wheat flour, rice, maize, sugar,
black beans, red beans and vegetable oil. It
takes into account the energy requirements
(2,100 kcal) for a household of five people.
Useful link : www.wfp.org/market-analysis
Useful link : hungermap.wfp.org/
[C] Market Functionality Index (MFI)
[D] Economic analysis (MEB)
The Market Functionality Index methodology is
a standardized WFP approach to assess market
functionality by assigning a score based on
The MEB is the monetary threshold that
households require to cover their essential
needs through the market. The composition
survey data. These surveys are organized
around nine dimensions considered essential to
gauge market functionality: assortment,
was designed for a typical household of five
people (two adults and three children). The
multi-purpose transfer value of $118 (84 $ food
availability, price, supply chain resilience,
competition, infrastructure, service, food
quality, and access and protection. Cereals, non
and 34$ non-food) was used as the MEB proxy
for this exercise, recommended by the Groupe
de Travail sur les Transferts Monétaires en Haïti
-cereal foods, and non-food items are the three
commodity categories considered, with a higher
weighting for the cereals. A market is thus rated
(GTTM) in October as a minimum emergency
multi-sectoral expenditure value for transfers.
The MEB cost was adjusted in August 2023 (at
on a scale from 0 to 10, where full market
functionality (MFI = 10) refers to a fully
developed, efficient, and functional market. In
the time of the ENSSAN survey) by applying the
Oxford adult equivalence scale to account for
economies of scale in sharing certain goods
most contexts where WFP operates, such
scores are rarely achieved.
among household members to the expenditure
data.
Useful link : www.wfp.org/publications/marketfunctionality-index-mfi
Useful link : https://docs.wfp.org/api/documents/
WFP-0000074198/download/
methodologies
[E] Climate analysis and seasonal
monitoring
[F] Monitoring insecurity and
violent events with ACLED database
Climate and seasonal analyses are conducted
by WFP RAM Climate and Earth Observation
team. These analyses are based on mediumterm records (since 1981) of precipitation,
The Armed Conflict Location & Event Data
Project (ACLED) database compiles and
analyzes disaggregated data for mapping crisis
areas. It collects information on the dates,
vegetation and temperature. Rainfall anomalies
are derived from the Climate Hazards Group
InfraRed Precipitation with Station data
actors, locations, fatalities, and types of violent
events reported around the world. This data is
granular, near real-time, and is available to the
(CHIRPS), produced by the University of
California. These data combine satellite imagery
with in situ station data to create precipitation
public for free. It is important to note that there
are limitations to using the ACLED database: it
does not claim to be comprehensive and to
time series. The SPI (standardized precipitation
index), based on precipitation data, is a widely
collect all violent incidents, especially for areas
that are difficult to access or have little
used index to characterize drought at different
time scales. On short time scales, the SPI is
closely related to soil moisture, while on longer
information coverage. However, while this data
is not a primary source for day-to-day
monitoring of security and safety operations, it
time scales, it informs about groundwater
availability. The Normalized Difference
Vegetation Index (NDVI) is a common proxy
does provide important information on trends
and possible geographic expansions of
insecurity in crisis areas. ACLED database can
used to monitor vegetation. NDVI data in use is
from the MODIS Terra and Aqua satellites,
which provide global coverage since 2000.
be used to spatially represent recorded violent
events and follow trends over time, but does
not claim to be exhaustive.
Useful link : dataviz.vam.wfp.org/seasonal_explorer/
rainfall_vegetation/help
Useful link : acleddata.com/about-acled/
World Food Programme | Haiti
Karibe Hotel, Juvenat 7
Route du Canapé-Vert, 1610 Petion Ville
Contacts:
Smaila GNEGNE, Head of RAM unit
smaila.gnegne@wfp.org
Laure BOUDINAUD, Geospatial data analyst
laure.boudinaud@wfp.org
@WFP_Haiti
Cover photo : Theresa Piorr © WFP (2022)
Page 4 photo : Theresa Piorr © WFP (2022)