A regulator-sanctioned voting-rights split.

Thailand’s structural starting point is a mechanism no other market the framework covers reproduces: the Non-Voting Depositary Receipt, or NVDR. Thai NVDR Company Limited — a wholly-owned subsidiary of the Stock Exchange of Thailand — issues these instruments to foreign investors, who in turn hold the full economic interest in the underlying SET-listed shares while forfeiting all voting rights. The structural consequence is direct: foreign capital can flow to a Thai issuer without ever touching the issuer’s shareholder vote. The framework reads this through a dedicated variable — the NVDR Dilution Ratio, the share of free float held in non-voting form — that quantifies the gap between economic ownership and voting concentration. At low NVDR exposure the gap is immaterial; at high exposure the controlling cohort’s effective voting share runs materially above what the published ownership table implies.

The voting-rights-asymmetry cohort is small but structurally severe. Roughly six in a hundred SET Mainboard issuers carry an NVDR Dilution Ratio above fifteen percent, and a smaller subset crosses thirty percent of free float held without voting rights. One issuer at current refresh sits in the extreme zone above seventy percent — a structural-vacuum condition the framework registers as a Kill Switch trigger in its own right. The mechanism produces the conditions that the November 2022 MORE Return episode demonstrated publicly: when the voting share of the free float collapses to a fraction of the economic share, the minority-shareholder governance check the framework reads on the Balance-of-Power axis effectively neutralizes. This is the cleanest single-axis structural signature in the framework’s coverage.

The second structural feature is Thailand’s family-conglomerate concentration. Roughly six in ten SET Mainboard issuers are family-controlled by the framework’s engine classification, with sixteen named Sino-Thai and Thai conglomerate groups — Charoen Pokphand, ThaiBev / TCC, Central, King Power, Boonrawd, Bangkok Bank / Sophonpanich, Thai Summit, Saha Pathanapibul, Minor International, Land & Houses, KBank / Lamsam, Osotspa, Sri Trang, BDMS, Mitr Phol, and Thai Union — alias-matching to roughly a quarter of the universe. The Thai mainboard is a single-listing onshore canvas: there are zero Hong Kong, Singapore, or regional cross-primary listings on SET, distinct from the cross-border foreign-domiciled cohort the framework reads on Singapore. Thailand’s cross-border family exposure flows the other direction — several Sino-Thai families (notably TCC / ThaiBev and Frasers Property) hold Singapore-listed entities the framework reads on the Singapore page, while the Thai page covers only the SET-listed perimeter.

The third structural feature is the regulatory architecture. The Securities and Exchange Commission of Thailand is the public statutory regulator — enforcement, criminal referral, market-conduct supervision; the SET itself operates as the listing-market self-regulator — listing rules, listed-company surveillance, and the trading-sign discipline the framework consumes as a primary structural signal. The structure is functionally similar to the dual-regulator architectures in Hong Kong and Singapore but Thailand-specific in delivery: the SET trading-sign system, in which prolonged trading suspensions and restrictive marks accumulate on issuers in distress, is the operational interface between regulator and market. The Thailand SEC’s Corporate Governance Code 2017 operates on a comply-or-explain basis and provides the formal-disclosure backbone the framework reads on the Transparency axis. A small state-cohort — PTT-affiliated and Ministry-of-Finance-affiliated entities, fewer than one in ten issuers — sits in a structurally distinct supervision band, alongside an aggregate royal-affiliated cohort the framework scores on standard structural variables but does not single-firm-name on public surfaces in deference to the political-sensitivity context.

How this shapes the scoring Three axes feed every G-Score — Transparency, Balance of Power, and Conflict-of-Interest Risk. In Thailand, the Balance of Power axis carries the primary diagnostic load: NVDR-mediated voting-rights asymmetry, family-controlling-shareholder concentration, and board-composition concentration in family-controlled issuers all surface here. The Risk axis reads the connected-transaction patterns common in family-conglomerate structures and the SEC enforcement record. The Transparency axis reads the SEC CG Code 2017 comply-or-explain regime and the SET Link / SETSMART filing system, including the SET trading-sign discipline as a structural disclosure-failure signal. B-primary; R-secondary; T-context. Read the three-axis architecture →

The distribution says what the market is.

Each issuer carries one of six designations — S / A / B / C / D on the base scale, or KS on the structural-override tier. Boundary values are proprietary; the shape of the distribution is not.

SSuperior
0.0%
AStrong
12.0%
BAdequate
44.6%
CWeak
35.3%
DDeficient
1.9%
KSKill Switch
6.2%
Reading 01
A cluster in B and C, with a thin D band before the override.

Just over four in five SET Mainboard issuers sit at B or C grade combined. This is structurally close to the cluster-in-B shape the framework reads in Japan and Taiwan, but with a meaningfully thicker C band — one in three issuers sits in the C tier specifically. The D band is thin at under two percent: structurally deficient Thai issuers do not accumulate in D. They migrate to Kill Switch override directly, a pattern Singapore also produces and that distinguishes both markets from Korea and India where D carries the centre of mass.

Reading 02
A is thin; S is structurally empty.

Twelve percent of the Thai universe sits at A grade; no issuer clears the S threshold at current refresh. The shape is consistent with the structural-control architecture documented in the pathology section above: the family-conglomerate concentration produces issuers that combine respectable Transparency (SEC CG Code 2017 comply-or-explain regime) with persistent Balance-of-Power and Risk exposure from controlling-cohort structures. The combination keeps the population below the S floor that requires sustained excellence on all three axes simultaneously.

Reading 03
The Kill Switch tier is mid-range, with one Thailand-distinctive trigger source.

Forty firms carry the structural-override designation — 6.2% of the universe, between India’s 5.5% and the Japan / Taiwan / Singapore / Hong Kong cluster around 7.3–7.7%, well above Korea’s 0.9%. The composition includes one trigger source unique to Thailand across the framework’s coverage: the NVDR-dilution Concentration & Extraction signal, which fires on the single issuer whose voting-rights asymmetry has crossed the structural-vacuum threshold. The remainder distribute across Going-Concern Cascade, Disclosure Collapse, and Non-Compliance Bypass pathways — documented in detail in the Kill Switch section below.

Grade percentages reflect the 641-issuer scored universe at the most recent refresh. The universe is SET Mainboard operating issuers; the mai (Market for Alternative Investment) board, REITs, property funds, infrastructure funds, debt-only listings, ETFs, and foreign secondary listings are outside the scoring scope. All issuers in the source filing system receive a grade; the Not Rated tier is structurally empty by design at this layer. Grade boundary values and the composite-to-grade mapping are calibrated components of the framework and are not publicly disclosed. Read methodology →

Thailand is a Chameleon-and-Hidden-Gem market.

Alongside the base grade, every issuer carries an archetype designation describing the shape of its governance profile across the three axes. Five archetypes, with Chameleon differentiated further by a supplementary tag for the priority weakness. Thailand’s distribution carries a Chameleon plurality at nearly four in ten issuers alongside a substantial Hidden Gem cohort at over a third — a bimodal architecture distinct from the single-archetype dominance the framework reads in Korea or Hong Kong, with the Chameleon weight directly traceable to the NVDR-mediated voting-rights asymmetry documented in the pathology section above.

Celestial
17.5%
Poison Apple
3.1%
Hidden Gem
34.5%
Chameleon
38.7%
Time Bomb
0.0%
Celestial
Issuers meeting all three axes at depth. A modest Thai cohort at roughly seventeen percent of the universe, materially smaller than Taiwan’s and Singapore’s — consistent with a market in which the family-conglomerate concentration combined with NVDR voting-rights asymmetry keeps the population sustainable on Transparency while exerting persistent friction on the Balance-of-Power axis.
Poison Apple
High disclosure quality masking material structural exposure on Balance of Power or Risk axes. Present in Thailand at three percent — small but meaningful, smaller than Hong Kong’s twenty-five percent and broadly aligned with the Korea / Japan / Taiwan / Singapore / India share of single-digit-percent Poison Apple cohorts. The Thai version concentrates on issuers whose CG Code 2017 disclosure-pathway compliance runs ahead of the substantive Balance-of-Power or Risk reading.
Hidden Gem
Sound structural signals on Balance of Power and Risk that sit ahead of the Transparency reading. The largest Hidden Gem cohort in the eight-market coverage at over a third of the Thai universe. The cohort concentrates in mid-cap and smaller SET Mainboard issuers whose substantive-axis signals run ahead of the disclosure-infrastructure profile of the SET100 large-cap names — a structural readout the framework registers without making a full-quality claim.
Chameleon
Mixed signals across axes. The plurality Thai archetype at nearly four in ten issuers, with the dominance directly traceable to the NVDR voting-rights separation effect on the Balance-of-Power axis. Family-conglomerate-controlled issuers with elevated NVDR Dilution Ratios populate this archetype at scale, with B-weak the dominant sub-tag below.
Time Bomb
Aggressive structural risk not yet reflected in base-scale metrics. Empty in Thailand. Every all-three-axes-failing candidate also crosses a Kill Switch trigger and is absorbed into the override tier — a structural absorption pattern the framework reads identically in Singapore. The archetype is functionally absent in markets where the override-trigger architecture catches structurally-at-risk issuers before they accumulate as a separate cohort.
Within Chameleon · The priority weakness

The Balance axis carries the load. The NVDR signal is the reason.

Each Chameleon issuer carries a supplementary tag identifying its priority improvement area. Thailand’s distribution registers Balance-of-Power weakness as the dominant priority by a wide margin — the structural readout of NVDR-mediated voting-rights asymmetry combined with family-conglomerate controlling-shareholder concentration. The Risk axis carries the secondary residual; the balanced and Transparency-priority sub-tags are small.

[B-weak]
64%
Board oversight is the priority — NVDR voting-rights separation, family-controlling-shareholder concentration, board-composition asymmetry under controlling-cohort structures. The framework’s NVDR Dilution Ratio variable reads directly into this sub-tag.
[R-weak]
32%
Conflict-of-interest management is the priority — connected-transaction patterns documented in 56-1 One Report filings, family-conglomerate inter-affiliate flows, and SEC enforcement activity within identifiable cohorts.
[balanced]
4%
No dominant weakness; axes within a narrow band of each other. A small Thai cohort relative to Singapore’s nineteen percent — consistent with Thailand’s sharper axis-asymmetry profile under the NVDR mechanism.
[T-weak]
1%
Disclosure quality as the priority weakness — small Thai cohort. Post-calibration the framework distinguishes T-axis variance among Mainboard issuers; the SEC CG Code 2017 comply-or-explain regime compresses but does not eliminate between-issuer T-axis differentiation.

The reading is Thailand-specific: NVDR-mediated voting-rights asymmetry pulls the dominant Chameleon sub-tag toward Balance-of-Power weakness at sixty-four percent, with the Risk-axis residual at thirty-two percent reflecting connected-transaction patterns common in family-conglomerate structures. The empty top of the distribution is not the disclosure-ceiling effect Singapore produces; it is the structural NVDR effect concentrating axis-weakness specifically on Balance of Power, where the voting-rights separation lives.

The cases that tested the framework.

Five Thai cases spanning four detection modes: a retrospective LAB-validated NVDR case that anchors the framework’s Thailand-distinctive detection signature, a retrospective accounting-fraud case that demonstrates the structural-signal-behind-compliance-facade pattern, a current Kill Switch case on the dedicated NVDR-dilution trigger, a real-time forward-watch case with active SEC enforcement, and a current going-concern Kill Switch case in extended corporate rehabilitation. Each is a public-record corporate event with extensive regulatory, exchange, and court documentation. Specific composite values are not disclosed here; the structural signal pattern is.

MORE Return PCL — MORE.BK (delisted) · November 2022 trading-volume episode
Retrospective

The Thailand-listed issuer whose November 2022 trading-volume episode and subsequent SET trading-suspension the framework reads retrospectively as a four-quarter-early-detection validation of the NVDR-mediated voting-rights asymmetry signal — the framework’s anchor case for the Thailand-distinctive structural signature.

What happened

MORE Return was a SET-listed issuer that, on a single November 2022 trading session, generated approximately seven billion Thai baht in order-book activity in a sequence the SET subsequently suspended and the Securities and Exchange Commission of Thailand investigated. SEC enforcement against individual market participants followed; the issuer was ultimately delisted.

The structural pre-condition, visible in shareholder-register filings prior to the episode, was an extreme NVDR Dilution Ratio — roughly two-thirds of the free float held in non-voting form. The voting-rights vacuum the asymmetry produced was a necessary structural condition for the kind of voting-power exploitation the November 2022 episode demonstrated.

What the framework detected

Pre-event reconstruction at June 2022 places MORE Return at a composite-score gap of approximately eighteen points below matched-control mean — the largest pre-event gap in the framework’s Thailand LAB validation suite. The Balance-of-Power axis carries the dominant signal, anchored on the NVDR Dilution Ratio reading at structural-vacuum threshold. Detection registers four quarters ahead of the public event.

MORE Return is the framework’s landmark case for the proposition that the NVDR mechanism produces a structural signal the framework reads in the filings before the trading episode arrives — the empirical foundation of the Thailand-distinctive detection capability.

STARK Corporation PCL — STARK.BK (delisted) · 2023 accounting-fraud disclosure
Retrospective

The SET-listed industrial-cable issuer whose 2023 accounting-fraud disclosure and audit-firm refusal cascade the framework reads retrospectively as a structural-signal-behind-compliance-facade case — with backdoor-listing and non-Big-4-auditor markers visible at registration.

What happened

STARK Corporation entered the SET via a 2019 reverse takeover into a pre-existing shell rather than a conventional IPO. The auditor was a non-Big-4 firm. In mid-2023, an accounting-fraud disclosure surfaced involving approximately one hundred billion Thai baht in fabricated international cable orders; the auditor refused to sign the FY2022 financial statements; SET imposed trading suspension; criminal proceedings against the chief executive followed; and in April 2026 the Thailand SEC banned the audit firm.

Throughout the pre-event window, the issuer’s disclosure-pathway compliance variables remained green — the structural risk markers sat in the listing-architecture and auditor-quality variables, not in the surface disclosure record.

What the framework detected

Two structural risk markers fired at registration and persisted through the pre-event window: the reverse-takeover backdoor-listing route and the non-Big-4 auditor classification. Both are variables the framework reads on the Transparency axis as structural-risk indicators independent of disclosure-pathway compliance. The combination — backdoor listing into a shell with a non-Big-4 auditor on a capital-intensive industrial business — is the structural fingerprint the framework reads as elevated concealed-fraud risk.

STARK is the framework’s Thailand landmark for the proposition that structural-listing-architecture variables surface risk the surface disclosure record does not. The case is documented in the Anatomy of Thai Corporate Fraud working paper.

Food and Drinks PCL — F&D · FD.BK · current refresh
Current KS

The SET-listed issuer whose current Kill Switch designation activates on the framework’s dedicated NVDR-dilution trigger — the only firm in the 641-issuer Thai universe currently triggering the Thailand-specific Concentration & Extraction signal source at structural-vacuum threshold.

What is happening

At current refresh, F&D’s NVDR Dilution Ratio — the share of free float held via Non-Voting Depositary Receipts — sits above the framework’s structural-vacuum threshold, the level at which the minority free-float voting power is effectively neutralized to a structural extent. The reading derives from public Thai NVDR Company Limited holdings disclosure and SET shareholder-register filings; the structural condition is unambiguous in the public data.

F&D is the only SET Mainboard operating issuer in current refresh whose NVDR exposure crosses this specific threshold. The framework’s reading is purely structural — a quantitative voting-rights-asymmetry calculation, not an allegation about issuer conduct.

What the framework detected

Concentration & Extraction Kill Switch activation through the NVDR-dilution dedicated trigger pathway. The Balance-of-Power axis carries the categorical signal; the structural-vacuum threshold is the calibrated level above which the voting-rights asymmetry is read as exceeding the limit at which ordinary minority-shareholder governance protections retain force.

F&D is the Thailand landmark for the proposition that the framework’s NVDR-specific Kill Switch trigger reads a structural condition in advance of any market or regulatory event — the live-universe complement to the MORE Return retrospective case above.

Energy Absolute PCL — EA · EA.BK · July 2024 SEC criminal complaint
Forward-watch

The SET-listed energy issuer whose July 2024 SEC criminal complaint against the chief executive over solar-procurement irregularities the framework reads in real time through Chameleon R-weak archetype designation — a forward-watch case where compliance-pathway variables remained green up to enforcement.

What happened

In July 2024, the Securities and Exchange Commission of Thailand filed a criminal complaint against the chief executive of Energy Absolute — a former SET50 component — over solar-procurement irregularities. Equity drawdown and trading volatility followed. The case sits in active legal proceedings at current refresh.

Through the pre-enforcement window, the issuer’s disclosure-pathway compliance variables remained green; the structural elevation in conflict-of-interest signal was visible only on the Risk axis, not in disclosure-record metrics.

What the framework detected

Current-refresh scoring places Energy Absolute at grade C with Chameleon archetype carrying R-weak as the priority sub-tag. The Risk-axis elevation reads through the connected-transaction and SEC-enforcement-activity variables; the Balance-of-Power and Transparency readings sit in less alarming bands. The combination registers as a forward-watch designation in the framework’s reading.

Energy Absolute is the framework’s Thailand real-time forward-watch case — a structurally-mid-grade issuer carrying an axis-specific elevation that distinguishes itself from the broader Chameleon population and from the Kill Switch tier.

Thai Airways International PCL — THAI · THAI.BK · multi-year corporate rehabilitation
Current KS

The SET-listed national airline whose multi-year corporate-rehabilitation under Thailand Bankruptcy Court oversight the framework reads as a current Going-Concern Cascade Kill Switch designation — anchored on extended-trading-suspension and court-supervised restructuring signals.

What is happening

Thai Airways International entered a court-supervised business rehabilitation process in 2020 under the Thailand Civil Court framework. Trading on the SET has been subject to extended suspension under SET trading-sign discipline through the rehabilitation period. The company’s financial recovery, fleet restructuring, and shareholder-register restructuring proceeded under court oversight through subsequent years; the rehabilitation process and trading suspensions remain matters of public regulatory and exchange record.

The case combines the going-concern dimension with the disclosure-collapse dimension that prolonged trading suspension produces. THAI is in the current production universe in Kill Switch tier at this refresh.

What the framework detected

Going-Concern Cascade Kill Switch activation, with adjacent Disclosure Collapse signaling through the extended-trading-suspension classification. The framework reads the combination categorically. Court-supervised rehabilitation provides the regulatory anchor for the structural designation; the Singapore Hyflux retrospective case and Hong Kong KS·01 audit-opinion-anchored cohort sit on the same KS·01 spine.

THAI is Thailand’s public-record Going-Concern Cascade landmark in the current universe — the corporate-rehabilitation pathway expression of the same structural override the Singapore Hyflux retrospective case demonstrates from the four-condition cascade trigger side.

Where the override sits in Thailand.

Kill Switch is the framework’s structural-override tier — a designation applied independently of the base 100-point scale when a specific combination of structural failure signals reaches threshold. The Thai activation pattern leads with the Disclosure Collapse pathway anchored on the SET trading-sign discipline, follows with Going-Concern Cascade and Non-Compliance Bypass pathways, and includes one Thailand-distinctive dedicated trigger source — the NVDR-dilution Concentration & Extraction signal the framework reads on no other live market.

Kill Switch · Thailand
40firms
6.2% of universe

The Kill Switch rate runs at 6.2% — between India (5.5%) and the Singapore / Hong Kong / Taiwan / Japan band of 7.3–7.7%, well above Korea (0.9%). The composition is structurally specific to Thailand: the dominant pathway is Disclosure Collapse anchored on the SET trading-sign discipline (audit disclaimer leading into non-filing leading into prolonged suspension is the canonical Thai distress cascade), Going-Concern Cascade carries the second-largest cohort, Non-Compliance Bypass registers a small selective population, and the Concentration & Extraction category includes one issuer triggering the NVDR-dilution dedicated trigger pathway. The NVDR-dilution trigger is the only Kill Switch signal source unique to Thailand across the framework’s eight-market coverage.

Triggered in Thailand · current refresh
KS · 05
Disclosure Collapse

The dominant Thai activation pathway. 22 issuers carry this signature, anchored on the SET trading-sign discipline — the canonical Thai disclosure-failure cascade in which an audit-disclaimer or audit-opinion modification leads to non-filing of required disclosures, which in turn triggers SET prolonged-suspension classification. The category leads in Thailand because the SET trading-sign system surfaces structural disclosure failure uniformly across the universe in a way that makes the pathway empirically dominant.

KS · 01
Going-Concern Cascade

The going-concern pathway. 16 issuers carry this signature, anchored on extended-trading-suspension classification, audit-opinion modifications, and court-supervised business rehabilitation under the Thailand Civil Court bankruptcy framework. The Thai Airways International rehabilitation case above sits in this category. Singapore’s Hyflux retrospective and Hong Kong’s 107-firm audit-opinion-anchored cohort sit on the same KS·01 spine, with each market expressing the category through its own regulatory anchor.

KS · 03
Non-Compliance Bypass · selectively triggered

The non-compliance-bypass pathway. 9 issuers carry this signature at current refresh. The Thai version reads on issuers whose listing-rule and CG Code 2017 compliance pattern crosses categorical thresholds in combination with adjacent governance signals. The category is small-n in Thailand and tracks closely refresh-over-refresh.

KS · 04
Concentration & Extraction · NVDR-dilution dedicated trigger

The Thailand-distinctive activation pathway. One issuer (F&D, documented in the landmark cases above) currently triggers the framework’s NVDR-dilution dedicated trigger — the structural-vacuum condition under which the minority free-float voting power is effectively neutralized through extreme NVDR exposure. This trigger source has no analogue in the framework’s seven other live markets because no other market has the NVDR institution. The pyramid-wedge-via-offshore-vehicles sub-pattern that activates the same category in Taiwan is currently monitored but inactive in the SET-only Thai perimeter.

Hybrid Debt Classification (KS · 02) completes the framework’s universal taxonomy and is monitored in the Thai universe. Thailand has limited perpetual-hybrid issuance among SET Mainboard operating issuers; the framework’s hybrid-debt equity-credit signal flags zero firms at current refresh. Individual firm identities at Kill Switch tier are not published on public surfaces beyond the named landmark cases above. Multi-trigger combinations are common in Thailand — eleven of the forty Kill Switch designations carry simultaneous activation across two or more categories, concentrated in the audit-disclaimer-into-non-filing-into-suspension cascade. The full taxonomy sits on the framework page — read the structural override definition →

What the framework reads in Thailand.

Every scoring input sources to a Thai regulatory filing published through SET Link / SETSMART or adjacent SEC-Thailand-supervised channels. Zero surveys. Zero management interviews. Zero vendor-licensed data.

Universe
641

SET Mainboard operating issuers — Thai-incorporated entities with SET primary listing. The mai (Market for Alternative Investment) board, REITs, property funds, infrastructure funds, debt-only and ETF listings, and foreign secondary listings are outside the scoring scope. The Thailand universe is a single-listing onshore canvas: zero issuers carry simultaneous primary listings on Hong Kong, Singapore, or other regional exchanges.

Primary filing source
SET Link

The Stock Exchange of Thailand’s electronic disclosure system (SET Link / SETSMART). Annual Reports, the SEC-mandatory 56-1 One Report integrated disclosure form, material-event filings, and SET trading-sign circulars are ingested directly. SET100 issuers file in English plus Thai; mid- and small-cap English filings vary by issuer.

Secondary sources
  • SEC THPublic enforcement records and registered-auditor list
  • SETDisciplinary actions and trading-sign history
  • 56-1One Report integrated disclosure (RPT, board, remuneration)
  • NVDRThai NVDR Co. holdings disclosure
Refresh cadence
Quarterly

Quarterly composite refresh on the production cycle, with event-triggered re-scoring on Kill Switch-relevant material disclosures (audit-opinion changes, SET trading-sign postings, SEC enforcement filings). The SET trading-sign discipline produces continuous structural signal independent of the quarterly cycle.

Historical depth
CG 2017+

The production calibration window aligns to the post-CG-Code-2017 reform cycle, the Thai SEC’s codified comply-or-explain governance regime introduced as the formal-disclosure backbone the framework reads on the Transparency axis. News-archive depth runs approximately five years; financial-ratio panel approximately three years.

Known exclusions

Issuers removed from the scoring universe under defined conditions:

  • mai (Market for Alternative Investment) board
  • REITs, property funds, infrastructure funds
  • Debt-only and ETF listings
  • Foreign secondary listings; non-operating SPVs

On local calibration. The Thai variable set is calibrated to SET listing rules, the Thailand SEC Corporate Governance Code 2017, and the bilateral SEC-Thailand and SET regulatory architecture. The CG Code 2017 comply-or-explain regime, the SET trading-sign discipline including prolonged-suspension classifications, the SEC-mandatory 56-1 One Report integrated disclosure form, and the Thai NVDR Company Limited holdings-disclosure framework are published Thai disclosure rules referenced structurally by the framework, not proprietary parameters.

All other variable weights and threshold values are specific to this market’s data environment; the three-axis architecture and the grade/archetype framework are common across all live markets. Cross-market comparisons of distribution shape and Kill Switch incidence are valid; cross-market comparisons of absolute axis scores are not.

On predictive validation. Backtested against an independent governance-event count of 81 across the 641-issuer universe (baseline event rate 12.6%), the Thailand composite registers a ROC AUC of 0.71. Univariate axis AUCs separate as Transparency 0.71, Conflict-of-Interest Risk 0.65, Balance of Power 0.49 — the Transparency axis is the framework’s strongest discriminator, the Risk axis is meaningful, and the Balance-of-Power univariate signal sits near random alone but contributes structurally in the composite where its non-redundant variance with the other two axes adds discriminatory power. Validation methodology and full statistical detail are documented in Apex Research Note #2.

Where to read next.

Upstream to the architecture; sideways to the next market; back to the previous one for cross-market reading.