As machine learning enters welfare, policing, housing, tax, and licensing systems, bias can become harder to detect and contest. The open problem is creating enforceable standards for fairness, appeals, and independent review across all public-sector uses of automated decision-making. The challenge is especially acute in informal settlements, where legacy systems, coordination failures, and weak oversight can magnify harm.
technology-computing
europe
germany
machine-learning
informal
settlements
preventing
algorithmic
discrimination
public
administration
systems
machine
learning
society-governance
across
climate-environment
standards
open
United States, North America
As AI systems become embedded in education, employment, finance, healthcare, and government, people may technically retain choices while practical options are shaped by invisible optimization systems. A useful solution must preserve meaningful consent, contestability, and human responsibility. The solution must work with limited capital, intermittent services, and local maintenance capacity. The research opportunity is to define measurable success criteria, test the approach in realistic settings, identify failure modes, and create a pathway from prototype to accountable deployment.
society-governance
north-america
united-states
human
long-term
preservation
agency
ai-mediated
institutions
low-income
communities
systems
solution
technology-computing
economics-resources
climate-environment
quantum
infrastructure
Future states will need identity systems that work for migrants, displaced people, informal workers, and citizens missing formal paperwork. The challenge is building identity infrastructure that expands access without becoming a surveillance or exclusion tool. The challenge is especially acute in informal settlements, where legacy systems, coordination failures, and weak oversight can magnify harm.
technology-computing
asia
bangladesh
identity
informal
settlements
designing
rights-preserving
digital
residents
documents
systems
future
society-governance
public
climate-environment
without
across
Future infrastructure will increasingly rely on systems capable of making decisions without immediate human supervision. The unresolved problem is creating architectures that can prove what they did, explain uncertainty, fail safely, and remain controllable during abnormal conditions. The solution must produce useful coordination and accountability while minimizing collection of sensitive personal and behavioral data. The research opportunity is to define measurable success criteria, test the approach in realistic settings, identify failure modes, and create a pathway from prototype to accountable deployment.
technology-computing
asia
india
infrastructure
auditable
autonomy
critical
mass
surveillance
future
will
increasingly
rely
society-governance
climate-environment
economics-resources
systems
without
Future infrastructure will increasingly rely on systems capable of making decisions without immediate human supervision. The unresolved problem is creating architectures that can prove what they did, explain uncertainty, fail safely, and remain controllable during abnormal conditions. The design must remain functional when standards, trade routes, data access, and diplomatic cooperation are unreliable. The research opportunity is to define measurable success criteria, test the approach in realistic settings, identify failure modes, and create a pathway from prototype to accountable deployment.
economics-resources
asia
india
infrastructure
auditable
autonomy
critical
under
geopolitical
fragmentation
remain
future
will
technology-computing
society-governance
climate-environment
systems
quantum
Future infrastructure will increasingly rely on systems capable of making decisions without immediate human supervision. The unresolved problem is creating architectures that can prove what they did, explain uncertainty, fail safely, and remain controllable during abnormal conditions. The solution must work with limited capital, intermittent services, and local maintenance capacity. The research opportunity is to define measurable success criteria, test the approach in realistic settings, identify failure modes, and create a pathway from prototype to accountable deployment.
economics-resources
infrastructure
auditable
autonomy
critical
low-income
communities
future
will
increasingly
rely
technology-computing
society-governance
climate-environment
systems
quantum
science-space
public
Governments will increasingly rely on automated systems to allocate benefits, flag risks, prioritize inspections, and recommend enforcement. The unresolved problem is creating governance structures that make these systems transparent, contestable, and accountable without disabling public service delivery. The challenge is especially acute in informal settlements, where legacy systems, coordination failures, and weak oversight can magnify harm.
society-governance
systems
public
informal
settlements
auditing
autonomous
decision
governments
will
increasingly
technology-computing
climate-environment
economics-resources
across
governance
Curb demand changes by hour and street, but regulations are often static and enforcement is inconsistent. Auctions, reservation systems, and fairness constraints could improve throughput while protecting accessibility and local commerce. The opportunity is intentionally human-scale: a cooperative, clinic, workshop, school, or municipal team could pilot it within one locality and measure outcomes before expanding. Mathematical modeling can help with preserve uncertainty, incentives, or resource constraints; entrepreneurship can turn a reliable workflow into a viable service.
science-space
africa
egypt
turn
curb
might
cities
unused
space
dynamic
system
deliveries
buses
local
actors
mathematics-logic
social-civic-problems
united
open
Mexico, North America
Digitization can preserve technique while also enabling unauthorized imitation or commercial appropriation. Consent-aware archives, provenance systems, and community licensing models could protect both cultural continuity and creator income. The opportunity is intentionally human-scale: a cooperative, clinic, workshop, school, or municipal team could pilot it within one locality and measure outcomes before expanding. Mathematical modeling can help with coordinate uncertainty, incentives, or resource constraints; entrepreneurship can turn a reliable workflow into a viable service.
social-civic-problems
north-america
mexico
might
communities
document
endangered
craft
techniques
extracting
ownership
practitioners
digitization
local
actors
mathematics-logic
united
turn
Despite recognition of its importance, reliable methods for incentive-compatible mechanisms for global public goods financing are still lacking. Progress is hindered by incomplete mechanistic knowledge, high capital and operational barriers, and the absence of deployment models suited to the contexts of greatest need.
economics-resources
europe
italy
incentive-compatible
mechanisms
public
goods
financing
development
despite
recognition
its
climate-environment
methods
systems
society-governance
barriers
designs
Current approaches to affordable diagnostics and treatments for the leading causes of maternal mortality either underperform under variable field conditions or generate externalities that undermine long-term sustainability and equity. Closing the gap requires coordinated advances in science, systems design and enabling institutions.
health-biology
oceania
australia
affordable
diagnostics
treatments
leading
causes
maternal
mortality
systemic
solutions
addressing
society-governance
systems
climate-environment
enabling
approaches
open
South Africa, Africa
South Africa's electrical grid loses a significant share of generated power to transmission and distribution inefficiencies, a problem compounded by underinvestment in grid modernization relative to new generation capacity.
local-regional
africa
south-africa
grid
electrical
transmission
south
modernizing
aging
infrastructure
reduce
losses
climate-environment
technology-computing
systems
Achieving methods for restoring the health of soils degraded by salinization and contamination at meaningful scale demands simultaneous progress in fundamental research, engineering integration and socio-technical systems that work for low- and middle-income settings. Existing efforts remain fragmented relative to the magnitude of the challenge.
economics-resources
europe
poland
methods
restoring
health
soils
degraded
salinization
contamination
scalable
solutions
achieving
climate-environment
systems
society-governance
designs
health-biology
open
Chile, South America
Overfishing has collapsed several near-shore fish stocks critical to coastal livelihoods in Chile, and existing quota systems are poorly enforced due to limited monitoring of small-scale fishing fleets.
economics-resources
south-america
chile
collapsed
near-shore
fish
stocks
rebuilding
off
coast
overfishing
has
near
shore
fishing
coastal
climate-environment
communities
Achieving mechanisms for rapid, transparent and equitable allocation of climate loss and damage finance at meaningful scale demands simultaneous progress in fundamental research, engineering integration and socio-technical systems that work for low- and middle-income settings. Existing efforts remain fragmented relative to the magnitude of the challenge.
climate-environment
europe
netherlands
mechanisms
rapid
transparent
equitable
allocation
climate
loss
damage
finance
systemic
economics-resources
systems
society-governance
solutions
ensuring
open
Colombia, South America
Current approaches to solutions for providing safe and accessible public transport in rapidly growing secondary cities either underperform under variable field conditions or generate externalities that undermine long-term sustainability and equity. Closing the gap requires coordinated advances in science, systems design and enabling institutions.
society-governance
south-america
colombia
public-transport
solutions
providing
safe
accessible
public
transport
rapidly
growing
secondary
cities
systems
climate-environment
enabling
economics-resources
open
United States, North America
The absence of robust, context-adapted solutions for institutional arrangements that accelerate the adoption of proven public health interventions creates cascading risks across interconnected human and natural systems. Key missing elements include durable performance, low lifetime cost, and governance arrangements capable of sustaining impact beyond pilot stages.
society-governance
north-america
united-states
public-health
arrangements
institutional
accelerate
adoption
proven
public
health
interventions
practical
realization
solutions
systems
climate-environment
methods
open
Costa Rica, North America
Achieving community-scale renewable microgrids resilient to extreme weather isolation at meaningful scale demands simultaneous progress in fundamental research, engineering integration and socio-technical systems that work for low- and middle-income settings. Existing efforts remain fragmented relative to the magnitude of the challenge.
climate-environment
north-america
costa-rica
community-scale
renewable
microgrids
resilient
extreme
weather
isolation
integrated
pathways
achieving
economics-resources
systems
society-governance
designs
methods
The absence of robust, context-adapted solutions for governance frameworks ensuring that advances in longevity science benefit all socioeconomic groups creates cascading risks across interconnected human and natural systems. Key missing elements include durable performance, low lifetime cost, and governance arrangements capable of sustaining impact beyond pilot stages.
society-governance
oceania
australia
governance
frameworks
ensuring
advances
longevity
science
benefit
all
socioeconomic
groups
systems
solutions
climate-environment
enabling
methods
The absence of robust, context-adapted solutions for technologies enabling precise and low-impact application of agricultural inputs creates cascading risks across interconnected human and natural systems. Key missing elements include durable performance, low lifetime cost, and governance arrangements capable of sustaining impact beyond pilot stages.
society-governance
asia
china
technologies
enabling
precise
low-impact
application
agricultural
inputs
breakthrough
approaches
absence
systems
solutions
climate-environment
methods
robust