Each record describes something a country built that the indicators do not capture. The source provides the published number; the mechanism is our interpretation.
Scores describe outcomes. These records describe how a country acted, what it needed and what happened. 742 of 742 records include a mechanism. They do not affect scores.
South Africa's Department of Higher Education and Training ran a Labour Market Intelligence Programme from 2012, published the fifth iteration of its national occupations-in-high-demand list by April 2024, and identified 138 occupations for the emerging hydrogen-economy value chain.
DHET institutionalised a research cycle that combines labour-market data, sector studies and consultations with business, labour and government, then turns the findings into recurring occupations-in-demand lists and skills assessments for education planning.
Preconditions
A department with authority to connect labour-market evidence to post-school enrolment and funding decisions
Stable research financing and partnerships with public research organisations and universities
Stakeholder channels that let employers and labour organisations challenge or refine the forecast
Where else it has been used: Foresight travels when a recurring evidence cycle changes a budget, curriculum or visa rule; publishing another list without tracing decisions that used it is only a report series.
Limits: The programme's own ministerial account reports its outputs, and a list of occupations is a planning instrument rather than proof that enrolment, funding or curricula changed. The source describes the second phase and a third phase planned for 2025; the record therefore establishes a recurring foresight function and delivered reports, not the quality or current use of every forecast.
South Africa's IPP Office reported 95 independent power producers operational with 7,335 MW online by 31 March 2025, alongside 9,618 MW procured from 116 projects at financial close and R292.2 billion attracted for energy infrastructure.
The state set capacity and development rules, ran repeated competitive tenders and gave private producers bankable power-purchase agreements, while Eskom and government agencies carried the grid and policy interfaces.
Preconditions
A creditworthy public offtaker and a grid connection process private bidders can rely on
Transparent bid windows with standard contracts and independent evaluation
A public procurement office able to monitor construction, commercial operation and economic-development obligations
Where else it has been used: Publicโprivate energy programmes travel when the state makes risk allocation and payment rules credible; selected capacity without financial close or operation is still only a pipeline.
Limits: The IPP Office reports the programme it manages, and its figures combine several procurement windows and technologies. Operational MW and financial close show a functioning publicโprivate delivery channel, not affordability, reliability, local ownership or emissions outcomes; terminated projects are excluded from current totals and the investment figure is attracted capital rather than completed public value.
๐ฟ๐ฆSouth Africasince 2001operating below its peakbears on University-industry collaboration
South Africa's Technology Innovation Agency runs a network of university-based Technology Stations that gave 2,907 small firms science, engineering and technology services in 2024/25, against 3,167 at the five-year high in 2021/22, while the programme's budget fell from R105.9 million in 2020 to R93.98 million in 2025 and only 80 percent of the stations were operational.
2,907 SMMEs, smmes accessing set services through the technology stations network, 2024/25. 3,167 SMMEs, smmes accessing set services through the technology stations network, five-year peak, 2021/22. Technology Innovation Agency (TIA), Annual Report 2024/25, retrieved 2026-10-02.
The move, and what it needed
The state funds equipped technology stations inside universities, mostly universities of technology, whose staff and students sell subsidised testing, prototyping and process improvement to small firms that could not afford the equipment.
Preconditions
Universities of technology with engineering staff and laboratory space
Steady operating and capital budgets, since stations with ageing equipment stop functioning
Small manufacturers close enough to a station to use it
Where else it has been used: The model resembles Canada's college applied research centres and Germany's Steinbeis transfer centres. Here the erosion came from flat budgets and no new capital equipment rather than from a decision to close it.
Limits: The numbers sit inside a 188-page PDF, in the outcome table on PDF page 41 (printed page 39), and the budget figures in the Outcome 3 narrative on PDF page 42. The peak is the highest of the five years TIA reports, not a long-run maximum, and the fall from it is about 8 percent, which is computed here. The yearly count is noisy (1,990, 3,167, 2,671, 3,114, 2,907), and 2024/25 sits above two of the five years, so the erosion rests on what TIA reports about capacity: the budget cut, a fifth of the stations not functioning and no new high-end equipment, rather than on the count alone; the budget cut is in nominal rand and larger in real terms. A count of firms served measures university-to-firm technical service, testing and prototyping, which is a thinner form of research collaboration than joint projects: the same report says 73 percent of station equipment time goes to firms. The agency also reports a separate SMME figure (3,775) across all its programmes; this record uses only the Technology Stations line. A 2022 National Treasury spending review recommended moving the programme out of TIA altogether. The start year is taken from the programme's establishment under the former Department of Science and Technology and is not stated in the cited report.
South Africa's Sector Education and Training Authorities reported 45,146 learnership completions, 83,578 skills-programme completions and 99,778 workplace-based learning opportunities for the 2024 post-school education and training intake.
Sector authorities levy and coordinate employer-linked training, then place learners into learnerships, skills programmes and workplace experience tied to occupational demand rather than leaving adult learning entirely to formal colleges.
Preconditions
A statutory levy and sector bodies with a mandate to fund training beyond public campuses
Employers willing to host learners and assess workplace competence
Occupational standards and certification routes that make short programmes legible to workers and firms
Where else it has been used: Workplace learning travels when employers share the cost and the credential is recognised across firms; opportunity counts without learner follow-up cannot show whether skills actually accumulated.
Limits: The ministerial statement aggregates 21 SETAs and counts opportunities and completions, not a harmonised share of adults participating in formal or non-formal learning. It does not report unique learners, demographic reach, completion quality, employment after training or the share of participants who were already in education; the figures are government-reported rather than independently audited here.
๐ฟ๐ฆSouth Africasince 2015operating below its peakbears on Adult learning participation
South Africa's Department of Higher Education and Training merged the public adult learning centres into nine Community Education and Training colleges on 1 April 2015; the colleges enrolled 273,431 people in 2016 and 120,081 in 2023, against a National Development Plan target of one million by 2030.
DHET took provincial adult learning centres into nine national CET colleges to professionalise public adult education. Enrolments kept dwindling, and some centres had lecturers but no students.
Preconditions
A national department able to fund and accredit adult programmes that adults actually want, not only school-equivalent certificates
An enrolment record that is audited, so that a decline can be told apart from a data clean-up
Physical learning centres and outreach in the communities the colleges are meant to serve
Where else it has been used: DHET's response is to tie CET colleges to SETA and National Skills Fund occupational programmes, which grew 118.8 percent in 2023 from a base of 558.
Limits: The two figures come from two DHET publications, and the peak is not established: 2016 is the earliest CET-college figure found, and the same Monitor puts the predecessor adult basic education system at 297,491 in 2010, so the decline began before the merger. Enrolment is a headcount, not the share of adults in learning that the indicator asks for, and the 2023 count rests on an 83.5 percent response rate, so it is understated by an unknown amount. DHET says enrolments have been dwindling since data moved to audited unit-level records, so part of the fall may be the removal of unaudited or phantom enrolments rather than learners lost. Most enrolments are Grade 12 and GETC, which is second-chance schooling rather than adult training; the largest group is aged 20 to 24; and DHET suggests part of the 2023 Grade 12 drop moved to the Department of Basic Education's second-chance programme. The sector's own report notes centres with lecturers and no students. Both numbers are in PDFs.
South Africa's Intergovernmental Fintech Working Group, a joint body of the financial regulators, opened a cross-regulator sandbox in April 2020 that took 54 unique applications and admitted nine sandbox tests from eight firms in its first cohort, then moved to a rolling intake.
The Reserve Bank, the FSCA and other financial regulators ran one sandbox through a joint working group, so an innovator whose product crossed mandates such as crypto cross-border payments was tested by every relevant regulator at once.
Preconditions
Regulators willing to share one intake and one set of case managers across mandates
Enough supervisory staff to assess applications; the report says the volume of applications strained capacity
An Innovation Hub with a guidance unit to absorb the many applicants who do not need a sandbox
Where else it has been used: The IFWG moved from a cohort-based window to an adjusted rolling-based approach after its first round.
Limits: Nine tests is a small count, and the source is the regulators reporting on their own sandbox. The report does not show that any rule changed because of a test: it says two tests confirmed compliance with existing rules and seven produced insights for possible future frameworks. The 'operating' status rests on the October 2022 statement that the IFWG voted to move to a rolling intake. No official page that opened on the retrieval date counted participants after the first cohort, and the IFWG's own site (ifwg.co.za) did not respond to scripted requests. The sandbox covers financial services only, so it shows nothing about controlled trial regimes in other sectors. The figures are in a PDF.
South Africa operated Gauteng's e-toll system from December 2013 until the government withdrew the toll declaration effective 11 April 2024, ending urban e-toll charging after roughly 10.4 years.
After motorists resisted the user-pay system and the funding model stalled, a joint transport, finance and provincial process replaced toll revenue with an alternative debt and maintenance arrangement and repurposed the gantries.
Preconditions
A legal authority able to withdraw a toll declaration while keeping the upgraded roads in the national network
A cross-government committee able to negotiate debt, maintenance and replacement funding
Enough public pressure and political attention to reopen a scheme that had already been implemented
Where else it has been used: Responsiveness travels when institutions can change a live programme without abandoning its underlying asset; delayed reversal still leaves a long tail of debt and trust costs.
Limits: The duration is calculated from the ministry's stated December 2013 start and 11 April 2024 end rather than published as a single statistic. Cancellation shows that government eventually changed a rule after resistance and a debt impasse, but it does not show how quickly the response was reached, the road programme's net value or the fiscal cost of replacing toll revenue.
๐ฟ๐ฆSouth Africasince 2001operating below its peakbears on Disaster preparedness and recovery
The South African Weather Service reported that the availability of its weather radar infrastructure fell from 73.83 percent in 2021/22 to 52.23 percent in 2022/23 and 44.25 percent in 2023/24, against a 75 percent target, as load shedding, missing spares and ageing C-band radars took sites down.
A national weather service built and ran a countrywide radar network that underpins severe-weather warnings, then let it degrade when power supply, spares contracts and maintenance budgets failed together.
Preconditions
Reliable grid power or funded backup at remote radar sites
Maintenance contracts with the original manufacturer and a spares budget
Site security against theft and vandalism
Where else it has been used: The Thai warning-tower and German siren cases in this corpus show the same pattern: warning infrastructure decays quietly between disasters, because nobody measures it until it is needed.
Limits: The figure is in the PDF of SAWS's own annual report (printed page 70, PDF page 72), and the copy that opens is hosted by the Parliamentary Monitoring Group, a civil-society mirror of documents tabled in Parliament; the SAWS website did not serve the report to a script. 2021/22 is not shown to be the historical peak: the 2024/25 plan presented to Parliament gives 73 percent for 2020/21 as well, so the record shows a fall from a plateau, not from an all-time high. Availability is the share of time radars produced data, not forecast or warning quality, and the population covered by a working radar is not reported. The main cause named is national load shedding, an Eskom failure outside SAWS's control (see zaf-eskom-loadshedding), compounded by spares shortages and vandalism. SAWS says the ageing C-band radars will be dropped from the statistic from 2024/25, which will raise the reported figure without repairing them. The start year is SAWS's establishment under the South African Weather Service Act of 2001, which is not stated on the cited page.
South Africa ran one of the world's cheapest reliable grids and extended it to most of the population after 1994, then under-invested and lost the surplus, reaching 335 days of load shedding in 2023 before recovering to 83 days in 2024.
The erosion is the mechanism recorded here: a state monopoly was told to electrify without being allowed to charge for or build ahead of demand, new-build decisions were delayed for a decade, and the two giant plants finally ordered were too large for the delivery capability that remained.
Preconditions
A single vertically integrated utility, so one balance sheet carried every deferral
Tariffs held below cost for political reasons, which financed under-maintenance
Procurement institutions too weakened to deliver a mega-project on schedule
Where else it has been used: The failure pattern, defer, then order two of the largest coal plants ever attempted, is a caution for any state that skips a build cycle and tries to catch up in one leap.
Limits: The day counts are read from the annual chart in the CSIR report rather than a stated table, and a day with any load shedding counts the same as a day of stage six, so the unit understates severity differences. The 2024 recovery also leans on private rooftop solar that households bought in self-defence, which the report itself notes, so the improvement is not all Eskom's. What the record shows is a delivered capability, generation adequacy, lost over roughly fifteen years of deferred maintenance and failed new build, with Medupi and Kusile late and over budget.
South Africa's National Research Foundation and SARAO completed the 64-dish MeerKAT radio telescope in March 2018 on schedule and on budget, then began science operations as a precursor to the Square Kilometre Array.
A national research agency led a staged telescope build, using prototype arrays, local engineering and university and industry partners to test components before integrating the full 64-dish facility in the Karoo.
Preconditions
A long-lived public research institution able to hold a technically demanding project across administrations
Prototype infrastructure and specialist engineering capacity before full-scale construction
A remote site, fibre and power systems, and a scientific user community ready to operate the facility
Where else it has been used: Research infrastructure travels when prototypes, procurement and user operations are designed as one delivery chain; a completed instrument without a funded operating model becomes a monument rather than capability.
Limits: SARAO's institutional account states that the array was on schedule and on budget but does not publish an audited cost or baseline schedule in this record. Sixty-four dishes prove physical completion, not scientific productivity, local industrial spillovers or the performance of the larger SKA programme into which MeerKAT is being integrated.