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UNITED
NATIONS
CONFERENCE
ON
TRADE
AND
DEVELOPMENT2025Technologyand
Innovation
ReportInclusiveArtificial
Intelligence
for
DevelopmentGeneva,2025©AdobeStockNewYork,
NewYork
10017United
States
of
AmericaEmail:publications@un.orgWebsite:https://shop.un.orgThedesignationsemployedandthepresentationofmaterialonanymap
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E.25.II.D.1ii©2025,
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to:United
Nations
Publications405
East42nd
StreetKenny
Shui
and
Alex
Mak
(Our
Hong
Kong
Foundation)
provided
substantive
inputs,
andDaniel
Vertesy
(International
Telecommunication
Union)
and
Uma
Rami
(International
LabourOrganization)
made
additional
contributions.Research
support
was
provided
by
Claire
Hodges,
Ivan
Napoli,ShubhikaTagore,
Sichen
Zhouand
Tao
Zou
during
their
internship
at
UNCTAD,
and
Dmitry
Plekhanov
of
UNCTAD
provided
furthercontributions.UNCTAD
gratefully
acknowledges
the
valuable
comments
and
suggestions
received
from
experts
who
attended
informal
expert
consultations
and
external
peer
review
meetings.Theexperts
included:Andrea
Filippetti
(National
Research
Council
of
Italy),
Carlo
Pietrobelli
(Roma
Tre
University),
Carsten
Fink
(World
Intellectual
Property
Organization),
Fernando
Santiago(United
Nations
Industrial
Development
Organization),
Francesco
Rentocchini
(Joint
ResearchCentre,
European
Commission),
Hélène
Dernis
(Organisation
for
Economic
Co-operation
andDevelopment),
Hiwot
Tesfaye
(Microsoft),Jacob
Rubæk
Holm
(Aalborg
University),JoannaBryson(HertieSchoolofGovernance),Juana
Rosa
Kuramoto
Huamán
(Technological
InstituteofProductionofPeru),KevinKohler
(Simon
Institutefor
LongtermGovernance),
LudovicoAlcorta
and
Nanditha
Mathew
(United
Nations
University–Maastricht
Economic
and
Social
ResearchInstituteonInnovationandTechnology),SandroMontresor(UniversityofTrento),VirginiaDignum(Umeå
University)
andXiaolan
Fu
(Oxford
University).Written
commentsfromAndreas
Krause(Federal
Institute
ofTechnologyZurich)and
DameWendy
Hall
(Universityof
Southampton)
are
acknowledgedwithappreciation.The
report
also
benefited
from
comments
provided
by
different
UNCTAD
divisions,
as
part
ofan
internal
peer
review
process,aswellascontributions
and
commentsfrom
the
Office
of
theSecretary-Generalof
UNCTAD.The
manuscript
was
edited
by
Peter
Stalker.
Cover
design
and
desktop
publishing
were
undertaken
by
Magali
Studer,
under
the
coordination
of
the
UNCTAD
Communication
andExternal
Relations
team
led
byAmalia
Navarro.
Overall
production
at
UNCTAD
was
overseenby
Maritza
Ascencios
of
the
Intergovernmental
Outreach
and
Support
Service.
Malou
Pasinosprovidedadministrativesupport.iiiTechnologyand
Innovation
Report2025InclusiveArtificial
Intelligencefor
DevelopmentAcknowledgementsTheTechnology
andInnovationReport2025:Inclusive
ArtificialIntelligencefor
Developmentwas
preparedbyWaiKit(Jackie)SiTouandAntonioVezzani,underthesupervisionofAngelGonzález
Sanz,
Head
ofTechnology,
Innovation
and
Knowledge
Development
Branch
of
UNCTAD.The
report
was
initiated
under
the
guidance
of
Shamika
N.
Sirimane,
Director
ofthe
Division
onTechnology
and
Logistics.Technologyand
Innovation
Report2025InclusiveArtificial
Intelligencefor
DevelopmentTableofcontentsAcknowledgements
iiiForeword
xiAbbreviations
xiiNotesxiiiChapter
IAI
at
the
technology
frontier1A.
Rapid
expansion
of
frontier
technologies5The
market
potential
for
frontier
technologies
5The
market
dominance
of
tech
giants
7B.
Concentration
of
research
and
development
8C.Asymmetries
in
knowledge
creation
10D.
Evolution
of
AI12E.
Synergy
between
AI
and
other
technologies
17A
fifth
industrial
revolution
19F.The
AI
divide
21Supercomputers
and
data
centres
21Services
providers
22Investment
22Knowledge
creation
23G.Navigating
the
report
24Annex
I
25References
30Chapter
IILeveraging
AI
for
productivity
and
workers’empowerment.33A.AI
can
transform
production
36B.
Key
channels
for
impacting
productivity
and
the
workforce
37C.
Measuring
the
impacts38Will
AI
increase
productivity?38Many
more
occupations
are
exposed
to
AI
42D.Working
with
uncertainties
45Uncertainty
1–
Easy
and
difficult
tasks
45Uncertainty2–
Long-term
structural
changes
in
the
labour
market46Uncertainty3–AI
adoption
in
developing
countries
47ivE.
Case
studies
of
AI
adoption
in
developing
countries
48Agriculture
48Pest
and
disease
control48Yield
prediction
50Precision
irrigation
50Manufacturing...51Production
automation52Predictive
maintenance
53Smart
factories53Healthcare
54Improving
diagnoses
54Extending
healthcare
coverage
55Pandemic
management
and
control
56F.Good
practices
and
lessons
learned
57Takeaway
1:Adapting
to
local
digital
infrastructure
58Takeaway2:
Utilizing
new
sources
of
data
58Takeaway3:
Making
AI
easy
to
use
58Takeaway4:
Building
strategic
partnerships59G.Workers
throughout
the
AI
life
cycle
60H.A
worker-centric
approach
to
AI
62Annex
II
64References
66Chapter
IIIPreparing
to
seize
AI
opportunities
..71A.The
frontier
technologies
readiness
index74B.
Key
factors
in
the
adoption
and
development
of
AI78Adoption
78Development
79C.Three
critical
leverage
points
for
AI
adoption
and
development79Infrastructure
80Data
82Skills
83D.Assessing
preparedness
for
AI
adoption
and
development
84AI
infrastructure
preparedness85AI
data
preparedness87AI
skills
preparedness.89E.
Strategic
positioning
for
AI
93Annex
III96A.
Frontier
technologies
readiness
index
results96B.
Frontier
technologies
readiness
index
results
for
selected
groupings101C.Technical
note
on
methodology
...106References
108vTechnologyand
Innovation
Report2025InclusiveArtificial
Intelligencefor
DevelopmentChapter
IVDesigning
national
policies
for
AI111A.AI
as
part
of
industrial
and
innovation
policies
114B.The
revival
of
industrial
policy
114Industrial
policies
on
the
rise
116A
changing
mix
of
policy
interventions
116C.
Policies
at
the
technological
frontier
118D.
Policies
for
AI
121Policies
for
adopting
and
developing
AI
124E.
Case
studies
of
AI-related
policies
125Setting
overarching
approaches
and
strategies
126China126European
Union127United
States
128Strengthening
infrastructure
to
power
AI
129Building
data
for
responsible
AI
131Reskilling
and
upskilling
for
AI
133F.A
whole-of-government
approach
to
AI
policy
135Annex
IV136References
138ChapterVGlobal
collaboration
for
inclusive
and
equitable
AI141A.
The
need
for
global
AI
governance
144B.Aligning
AI
with
social
objectives
145The
dominance
of
multinational
tech
giants
145The
importance
of
a
multi-stakeholder
approach
146The
need
to
include
consumer
views
147Protecting
intellectual
property148C.AI
governance
initiatives
from
international
forums
...
149A
fragmented
political
process149Emerging
common
principles
150D.The
United
Nations
contribution
to
AI
governance
154E.
Ensuring
accountability
155F.International
cooperation
for
infrastructure,data
and
skills
157Developing
digital
public
infrastructure
for
AI
158Promoting
AI
through
open
innovation
161Strengthening
capacity-building
and
research
collaboration
162G.Guiding
AI
for
shared
prosperity
165References
166viTechnologyand
Innovation
Report2025InclusiveArtificial
Intelligencefor
DevelopmentTechnologyand
Innovation
Report2025InclusiveArtificial
Intelligencefor
DevelopmentFiguresFigure
I.1Three
broad
categories
of
frontier
technologies
...5Figure
I.2Rapid
expansion
of
frontier
technologies
6Figure
I.3Market
dominance
of
technology
giants
7Figure
I.4Significant
concentration
of
research
anddevelopment
in
a
few
countries
9Figure
I.5Theshareof
R&D
in
software
and
computerservices
has
increased
sharply
10Figure
I.6Number
of
frontier
technology
patents,2000–2023
11Figure
I.8The
three
waves
of
AI
13Figure
I.9Evolution
of
language
and
image
recognitioncapabilities
of
AI
systems16Figure
I.10Synergiesamongthree
key
leverage
pointscan
accelerate
AI
progress17Figure
I.11AI
augments
other
frontier
technologies
18Figure
I.12Industrial
revolutions
and
their
transformative
changes
...19Figure
I.13Amortized
hardware
and
energy
cost
totrain
frontier
AI
models
22Figure
I.14AI-related
publications
and
patents
are
rising
23Figure
II.1Four
channels
through
which
AI
impacts
productivityand
the
workforce
.37Figure
II.2Use
of
AI
can
improve
a
firm’s
productivity
39Figure
II.3Developed
countries
have
greater
likelihoodsofAIautomation
butalsogreater
opportunitiesfor
augmentation
..42Figure
II.4Four
takeaways
for
promoting
AI
adoptionin
developing
countries
58Figure
II.5A
simplified
AI
life
cycle
60Figure
III.1Frontier
technologies
readiness
subindices
score,selected
country
groupings75Figure
III.2Brazil,China,
India
and
the
Philippines
are
developingcountries
outperforming
in
technology
readiness76Figure
III.3Correlation
between
index
score
andknowledge
generation
in
AI
77Figure
III.4Key
components
of
AI
infrastructure
81Figure
III.5Data
requirements
for
AI
82Figure
III.6Skills
for
adopting
and
developing
AI
83Figure
III.7Classification
of
countries
according
to
capacityfor
AI
adoption
and
development84viiFigure
III.8AI
infrastructure
preparedness85Figure
III.9Number
of
cloud
infrastructure
services,
mid-202487Figure
III.10
AI
data
preparedness
88Figure
III.11Internet
exchange
point
traffic
and
membership,
mid-202489Figure
III.12
AI
skills
preparedness
90Figure
III.13Economies
with
at
least2
million
GitHub
developers,
202391Figure
III.14Economies
with
the
fastest
growth
in
number
of
developers
92Figure
IV.1Developed
countries
drive
most
new
policy
interventions
116Figure
IV.2Interventions
have
become
more
targetedtoward
specific
firms
118Figure
IV.3Theshare
of
services
exports
is
increasingin
total
world
trade
exports
119Figure
IV.4Industrial
policies
increasingly
focus
onSTI-related
interventions
119Figure
IV.5
MostAI
policies
have
been
producedby
developed
countries122Figure
IV.6National
strategies,
agendas
and
plans
arethe
mostcommon
AI
policy
instrument
123Figure
IV.7Countrieswith
higher
GDP
per
capita
are
moreprepared
for
AI
governance124Figure
IV.8Overarching
policy
approaches
of
China,the
European
Union
and
the
United
States
129Figure
V.1Opinions
on
AI
and
personal
data
147FigureV.2
InternationalAIgovernance
initiativesare
largelydriven
by
G7
members150Figure
V.3Key
United
Nations
efforts
in
global
AI
governance
154Figure
V.4Establishing
an
AI
public
disclosure
mechanismto
ensure
accountability
156Figure
V.5Developing
digital
public
infrastructure
for
AI
.159Figure
V.6Open
innovation
in
AI
162Figure
V.7AI
capacity-building
partnerships164viiiTechnologyand
Innovation
Report2025InclusiveArtificial
Intelligencefor
DevelopmentTechnologyand
Innovation
Report2025InclusiveArtificial
Intelligencefor
DevelopmentTablesTable
I.1Revealed
technology
advantage
of
selected
countriesbased
on
filed
patent,2000–2023
12Table
I.2Overview
of
the
report,areas
of
focus,
recommendationsand
related
Sustainable
Development
Goals24Table
II.1Selected
micro-level
studies
on
GenAI
productivity
impacts
40Table
II.2Case
studies
of
AI
applications
in
agriculture
48Table
II.3Case
studies
of
AI
applications
in
manufacturing
51Table
II.4
Case
studies
of
AI
applications
in
healthcare
54Table
III.1Readiness
for
frontier
technologies,
selected
countries
74Table
III.2Key
elements
of
AI
adoption
and
development
..80Table
IV.1A
shift
from
trade
protection
to
direct
supportfor
productive
sectors117Table
IV.2Examples
of
AI
policies
for
adoption
and
development125Table
IV.3Examples
of
policies
to
strengthen
digital
infrastructure
.130Table
IV.4Examples
of
policies
to
build
data
132Table
IV.5Examples
of
policies
to
reskill
and
upskill
134TableV.1Summaryofthe
seven
major
internationalAI
governance
initiatives
.151BoxesBox
I.1Is
AI
a
general-purpose
technology?
15Box
I.2Key
features
of
the
fifth
industrial
revolution
20Box
II.1Using
AI
in
business
process
outsourcing
41Box
II.2Evidence
from
knowledge-intensive
activities
44Box
III.1The
five
As
framework
for
AI
adoption
and
development
94Box
IV.1Rationales
for
industrial
policies
115Box
IV.2Key
issues
for
policies
at
the
technological
frontier120Box
V.1Different
approaches
to
AI
regulation
152ix本报告来源于三个皮匠报告站(),由用户Id:349461下载,文档Id:623341,下载日期:2025-04-12Frontiertechnologies,particularlyartificialintelligence,arereshapingthefunctioningofeconomiesand
societies.
However,
their
rapid
and
widespread
diffusion
is
often
outpacing
the
ability
ofmany
Governments
to
respond.The
Technologyand
Innovation
Report2025:Inclusive
ArtificialIntelligence
forDevelopment
surveys
the
complex
artificial
intelligence
landscape,
aiming
to
help
decision
makers
design
science,
technology
and
innovation
policies
that
foster
inclusivetechnological
progress.The
use
of
artificial
intelligence
has
the
potential
to
accelerate
progress
towards
achieving
theSustainable
Development
Goals,but
if
unevenly
distributed
and
not
guided
by
ethical
oversightand
transparency,
its
diffusion
can
exacerbate
existing
inequalities.The
report
analyses
therequirementsandpoliciesneededatallstages,fromdevelopmenttoadoption,tofosterinclusive
technological
progressforsustainabledevelopment.This
requires
a
multidimensional
and
evidence-based
approach.
For
this
purpose,
three
keyleverage
points–infrastructure,data
and
skills–are
identified,
offering
a
broad
socioeconomicperspective
and
highlighting
the
need
to
build
resilient
infrastructure
and
promote
inclusive
andsustainable
industrialization
and
innovation.Thereportstartsbydocumentingthesignificantconcentrationinartificialintelligencedevelopment
in
a
few
companies
and
countries
and
identifies
extensive
gaps
in
digital
infrastructure
that
risk
widening
inequalities
both
within
and
among
countries.Then
it
explores
productivity
andworkforcedynamicsfocusingoneconomicgrowthanddecentwork.Fromanationalperspective,
thereportanalysestherequirementsandpolicies
neededto
support
adoption,
adaptation
anddevelopment
of
artificial
intelligence.
From
an
international
perspective,
it
considers
the
needfor
global
artificial
intelligence
governance
to
steer
artificial
intelligence
towards
inclusive
andequitabledevelopment,emphasizingthe
importanceofinternationalcollaboration.History
has
shownthatwhiletechnological
progress
drives
economic
growth,
it
does
not
on
its
own
ensure
equitable
income
distribution
or
promote
inclusive
human
development.
Strongerinternational
cooperation
can
shiftthefocusfromtechnology
to
people,
enabling
countries
toco-create
a
global
artificial
intelligenceframework.
Such
aframework
should
prioritize
sharedprosperity,createpublicgoodsandplacehumanityattheheartofartificialintelligencedevelopment.Rebeca
GrynspanSecretary-Generalof
UNCTADxiTechnologyand
Innovation
Report2025InclusiveArtificial
Intelligencefor
DevelopmentForeword©2024_UNCTADAIartificial
intelligenceCSTDCommissiononScienceandTechnology
for
DevelopmentDPIdigital
public
infrastructureESGenvironmental,socialand
governanceFAOFoodandAgricultureOrganization
ofthe
United
NationsG7Group
ofSevenG20Group
of
20GDPgrossdomestic
productGenAIgenerativeartificial
intelligenceGVCsglobalvalue
chainsICTinformationandcommunicationstechnologyIEAInternational
EnergyAgencyILOInternational
LabourOrganizationIoTInternet
ofthingsITUInternationalTelecommunication
UnionLDCsleastdeveloped
countriesOECDOrganisationfor
EconomicCo-operationand
DevelopmentR&Dresearchand
developmentSMEssmalland
medium-sizedenterprisesSTEMscience,technology,engineeringand
mathematicsSTIscience,technologyand
innovationSTI
ForumMulti-stakeholder
ForumonScience,Technologyand
Innovationfor
theSustainable
DevelopmentGoalsUNDPUnited
Nations
Development
ProgrammeUNESCOUnited
Nations
Educational,ScientificandCultural
OrganizationUNHCROfficeofthe
United
Nations
HighCommissionerfor
RefugeesUNIDOUnited
Nations
Industrial
DevelopmentOrganizationWHOWorld
HealthOrganizationWIPOWorld
Intellectual
PropertyOrganizationTechnologyand
Innovation
Report2025InclusiveArtificial
Intelligencefor
DevelopmentAbbreviationsxiiTechnologyand
Innovation
Report2025InclusiveArtificial
Intelligencefor
DevelopmentNotesWithintheUNCTADDivisiononTechnologyandLogistics,theTechnologyandInnovation
Policy
Research
Section
carries
out
policy-oriented
analytical
work
on
the
impact
of
innovation
andnew
and
emerging
technologies
on
sustainable
development,
with
a
particular
focus
on
theopportunities
and
challenges
for
developing
countries.
It
is
responsible
for
the
Technology
andInnovationReport,whichseekstoaddressissuesinscience,technologyandinnovationthataretopical
and
important
for
developing
countries,and
does
so
comprehensively,
with
an
emphasis
on
policy-relevant
analysis
and
conclusions.The
Technology
and
Innovation
Policy
ResearchSectionsupportstheintegrationofSTIinnationaldevelopmentstrategiesand
in
building
upSTIpolicymakingcapacityindevelopingcountries;amajorinstrument
inthisarea
isthe
programmeof
science,technology
and
innovation
policy
reviews.In
this
report,
the
terms
country/economy
refer,
as
appropriate,
to
territories
or
areas.
The
designationsofcountrygroupsare
intendedsolely
for
statistical
or
analytical
convenience
anddo
not
necessarily
express
a
judgement
about
the
stage
of
development
reached
by
a
particularcountry
or
area
in
the
development
process.
Unless
otherwise
indicated,
the
major
countrygroupings
used
in
this
report
follow
the
classification
of
the
United
Nations
Statistical
Office.
A
filewiththemaincountrygroupingsused
can
be
downloadedfrom
the
UNCTADstat
databaseat/EN/Classifications.html.For
statistical
purposes,
the
data
for
China
do
not
include
those
for
Hong
Kong
SpecialAdministrative
Region
(Hong
Kong
SAR),
Macao
SpecialAdministrative
Region
(Macao
SAR)orTaiwan
Provinceof
China.References
in
the
text
to
the
United
States
are
to
the
United
States
of
America
and
those
to
theUnited
Kingdom
are
to
the
United
Kingdom
of
Great
Britain
and
Northern
Ireland.The
term
“dollar”($)
refers
to
United
States
dollar,
unless
otherwise
stated.Theterm
“billion”signifies
1,000
million.Annual
ratesofgrowthandchange
referto
compound
rates.Decimals
and
percentages
do
not
necessarily
add
up
to
totals
because
of
rounding.The
following
symbols
may
have
been
used
in
the
tables:•
Use
of
a
dash(–)
between
dates
representing
years,
such
as
1988–1990,
signifies
the
fullperiod
involved,
includingthe
initialandfinalyears.•
A
slash(/)
between
two
years,
such
as
2000/01,signifies
a
fiscal
or
crop
year.•
A
dot(.)
in
a
table
indicates
that
the
item
is
not
applicable.•
Twodots(..)inatableindicatethatthedataarenot
available
or
are
not
separately
reported.•
Adash
(–)orazero
(0)
ina
table
indicates
that
the
amount
is
nil
or
negligible.xiiiChapter
IAI
at
thetechnologyfrontierFrontier
technologies
are
advancing
rapidly,with
a
market
size
projected
to
grow
sixfold
by2033,to$16.4trillion.Market
power,research
and
development
(R&D)investment,
knowledge
creation
and
the
development
and
deployment
of
these
technologies
are
dominated
bytechnology
giantsfrom
developed
countries.
Only
100
companiesaccount
for
over40per
cent
of
the
world’s
business
investment
in
R&D.China
andthe
United
States
ofAmerica
dominate
knowledge
generation
infrontiertechnologies,with
around
one
third
of
peer-reviewed
articles
and
two
thirds
of
patents.
Similarly,there
is
a
significantAI-related
divide
between
developed
and
developing
countries.
This
could
widen
existing
inequalities
and
hinder
efforts
by
developing
countriestocatch
up.As
a
general-purpose
technology,AI
can
enhance
other
technologies
and
enable
effectivehuman-machinecollaboration.TheuseofAIofferssignificantopportunities
forbusinessesandcountriestogrowandtoprogresstowardstheachievementofthe
Sustainable
Development
Goals.
However,
it
also
presentsvarious
risks
and
ethical
concerns.
Decision
makers
needto
know
more
aboutAI
ifthey
areto
navigate
its
promisesandperils,forsustainableandinclusive
development.TechnologyandInnovation
Report
2025©AdobeStock
Leadingtechnologycompaniesaregainingcontroloverthetechnology’sfuture,andtheircommercialmotivesdonotalwaysalignwiththe
public
interest.Governmentsneedtoexplorepolicies
and
regulationsthat
canincentivizeandguidetechnologicaldevelopment
along
apaththatpromotes
inclusivityand
benefits
everyone.
Frontiertechnologiesarecapitalintensiveand
could
be
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