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71x 71x 71x 71x 71x 71x 426x 426x 426x 426x 426x 426x 426x 426x 34x 426x | /**
* @module data-transformers/content-generators/ai-swot-analyzer
* @description Heuristic multi-perspective SWOT analysis builder.
*
* Produces substantive analytical SWOT entries for 6 stakeholder perspectives
* using document-type-aware routing and rules-based reasoning over parliamentary
* document metadata, summaries, and topics. Each entry carries justification,
* trend direction, confidence scoring, and optional quantitative evidence —
* rather than raw document title truncation.
*
* Note: the current implementation is deterministic and rules-based. It does
* NOT invoke LLM or MCP prompts; "AI" in the public API names is aspirational
* and kept for interface stability. A future iteration may wire the prompts
* into the editorial-framework MCP pipeline.
*
* Analytical prose (entry text, justification) is English-only even though the
* deep-inspection pipeline renders articles in all 14 language versions.
* Stakeholder names, roles, and context metadata labels ("Confidence",
* "Cross-references") are fully localised in all 14 supported languages.
*
* The six perspectives are:
* 1. Government Coalition (M, KD, L + SD support)
* 2. Social Democratic Opposition (S, V, C, MP)
* 3. EU / International Actors
* 4. Private Sector & Business
* 5. Civil Society & NGOs
* 6. Swedish Citizens / Voters
*
* @author Hack23 AB
* @license Apache-2.0
*/
import type { Language } from '../../types/language.js';
import type { SwotImpact, TrendDirection } from '../../types/article.js';
import type { StakeholderSwot } from './stakeholder-swot-section.js';
import type { RawDocument } from '../types.js';
// TrendDirection is canonically defined in types/article.ts — import from there directly
// ---------------------------------------------------------------------------
// Types
// ---------------------------------------------------------------------------
/** One of the six recognised stakeholder perspectives */
export type StakeholderPerspective =
| 'government-coalition'
| 'opposition'
| 'eu-international'
| 'private-sector'
| 'civil-society'
| 'citizens-voters';
/**
* Enhanced SWOT entry with AI-generated analytical content.
* Extends the base `SwotEntry` shape with additional intelligence fields.
*/
export interface AISwotEntry {
/** Short analytical statement (the main SWOT item) */
text: string;
/** Relative policy impact or significance */
impact: SwotImpact;
/** Reasoning explaining why this item was included */
justification: string;
/** IDs or titles of related documents that support this entry */
relatedDocuments: string[];
/** Whether this factor is getting better, static, or worse */
trendDirection: TrendDirection;
/** Optional metric supporting the entry (e.g. "73% majority", "SEK 2.1 bn") */
quantitativeEvidence?: string;
}
/** A link connecting a SWOT entry in one stakeholder analysis to another */
export interface SwotCrossReference {
fromStakeholder: StakeholderPerspective;
fromQuadrant: 'strengths' | 'weaknesses' | 'opportunities' | 'threats';
toStakeholder: StakeholderPerspective;
toQuadrant: 'strengths' | 'weaknesses' | 'opportunities' | 'threats';
rationale: string;
}
/** Full AI SWOT analysis for a single stakeholder */
export interface AISwotAnalysis {
stakeholder: string;
perspective: StakeholderPerspective;
strengths: AISwotEntry[];
weaknesses: AISwotEntry[];
opportunities: AISwotEntry[];
threats: AISwotEntry[];
crossReferences: SwotCrossReference[];
/** Overall analytical confidence (0–1) */
confidenceScore: number;
}
// ---------------------------------------------------------------------------
// Localised stakeholder names (all 14 languages)
// ---------------------------------------------------------------------------
export const STAKEHOLDER_NAMES: Readonly<Record<StakeholderPerspective, Readonly<Record<Language, string>>>> = {
'government-coalition': {
en: 'Government Coalition',
sv: 'Regeringskoalitionen',
da: 'Regeringskoalitionen',
no: 'Regjeringskoalisjonen',
fi: 'Hallituskoalitio',
de: 'Regierungskoalition',
fr: 'Coalition gouvernementale',
es: 'Coalición gubernamental',
nl: 'Regeringscoalitie',
ar: 'الائتلاف الحكومي',
he: 'הקואליציה הממשלתית',
ja: '政府連立',
ko: '정부 연립',
zh: '执政联盟',
},
opposition: {
en: 'Social Democratic Opposition',
sv: 'Socialdemokratisk opposition',
da: 'Socialdemokratisk opposition',
no: 'Sosialdemokratisk opposisjon',
fi: 'Sosiaalidemokraattinen oppositio',
de: 'Sozialdemokratische Opposition',
fr: 'Opposition sociale-démocrate',
es: 'Oposición socialdemócrata',
nl: 'Sociaaldemocratische oppositie',
ar: 'المعارضة الاشتراكية الديمقراطية',
he: 'האופוזיציה הסוציאל-דמוקרטית',
ja: '社会民主主義野党',
ko: '사회민주주의 야당',
zh: '社会民主主义反对派',
},
'eu-international': {
en: 'EU & International Actors',
sv: 'EU och internationella aktörer',
da: 'EU og internationale aktører',
no: 'EU og internasjonale aktører',
fi: 'EU ja kansainväliset toimijat',
de: 'EU & Internationale Akteure',
fr: 'UE et acteurs internationaux',
es: 'UE y actores internacionales',
nl: 'EU & Internationale actoren',
ar: 'الاتحاد الأوروبي والجهات الدولية',
he: 'האיחוד האירופי וגורמים בינלאומיים',
ja: 'EUと国際的アクター',
ko: 'EU 및 국제 행위자',
zh: '欧盟与国际行为者',
},
'private-sector': {
en: 'Private Sector & Business',
sv: 'Privat sektor och näringsliv',
da: 'Privat sektor og erhvervsliv',
no: 'Privat sektor og næringsliv',
fi: 'Yksityissektori ja elinkeinoelämä',
de: 'Privatwirtschaft & Unternehmen',
fr: 'Secteur privé & entreprises',
es: 'Sector privado y empresas',
nl: 'Private sector & bedrijfsleven',
ar: 'القطاع الخاص والأعمال',
he: 'המגזר הפרטי והעסקים',
ja: '民間セクターとビジネス',
ko: '민간 부문 및 기업',
zh: '私营部门与商业',
},
'civil-society': {
en: 'Civil Society & NGOs',
sv: 'Civilsamhälle och NGO:er',
da: 'Civilsamfund og NGO\'er',
no: 'Sivilsamfunn og frivillige organisasjoner',
fi: 'Kansalaisyhteiskunta ja kansalaisjärjestöt',
de: 'Zivilgesellschaft & NGOs',
fr: 'Société civile & ONG',
es: 'Sociedad civil y ONG',
nl: 'Maatschappelijk middenveld & NGO\'s',
ar: 'المجتمع المدني ومنظمات غير حكومية',
he: 'החברה האזרחית וארגוני מלכ"ר',
ja: '市民社会とNGO',
ko: '시민 사회 및 NGO',
zh: '公民社会与非政府组织',
},
'citizens-voters': {
en: 'Swedish Citizens & Voters',
sv: 'Svenska medborgare och väljare',
da: 'Svenske borgere og vælgere',
no: 'Svenske borgere og velgere',
fi: 'Ruotsalaiset kansalaiset ja äänestäjät',
de: 'Schwedische Bürger & Wähler',
fr: 'Citoyens & électeurs suédois',
es: 'Ciudadanos y votantes suecos',
nl: 'Zweedse burgers & kiezers',
ar: 'المواطنون والناخبون السويديون',
he: 'אזרחים ובוחרים שבדים',
ja: 'スウェーデン市民と有権者',
ko: '스웨덴 시민 및 유권자',
zh: '瑞典公民与选民',
},
};
// ---------------------------------------------------------------------------
// Localised stakeholder roles (all 14 languages)
// ---------------------------------------------------------------------------
const STAKEHOLDER_ROLES: Readonly<Record<StakeholderPerspective, Readonly<Record<Language, string>>>> = {
'government-coalition': {
en: 'Tidö Agreement parties: M, KD, L with SD support',
sv: 'Tidöavtalspartierna: M, KD, L med SD:s stöd',
da: 'Tidö-aftalepartierne: M, KD, L med SD-støtte',
no: 'Tidö-avtalepartiene: M, KD, L med SD-støtte',
fi: 'Tidö-sopimuspuolueet: M, KD, L SD:n tuella',
de: 'Tidö-Vereinbarungsparteien: M, KD, L mit SD-Unterstützung',
fr: 'Partis de l\'accord Tidö: M, KD, L avec soutien SD',
es: 'Partidos del acuerdo Tidö: M, KD, L con apoyo SD',
nl: 'Tidö-akkoordpartijen: M, KD, L met SD-steun',
ar: 'أحزاب اتفاقية تيدو: M وKD وL بدعم SD',
he: 'מפלגות הסכם טידו: M, KD, L בתמיכת SD',
ja: 'ティドー協定政党: M、KD、L（SD支持）',
ko: '티도 협정 정당: M, KD, L (SD 지원)',
zh: 'Tidö协议党派：M、KD、L，获SD支持',
},
opposition: {
en: 'S, V, C, MP — alternative governance bloc',
sv: 'S, V, C, MP — alternativt styrningsblock',
da: 'S, V, C, MP — alternativ styringsblok',
no: 'S, V, C, MP — alternativ styringsblokk',
fi: 'S, V, C, MP — vaihtoehtoinen hallintoryhmä',
de: 'S, V, C, MP — alternatives Regierungsblock',
fr: 'S, V, C, MP — bloc de gouvernance alternatif',
es: 'S, V, C, MP — bloque de gobierno alternativo',
nl: 'S, V, C, MP — alternatief regeringsblok',
ar: 'S وV وC وMP — كتلة حوكمة بديلة',
he: 'S, V, C, MP — גוש שלטון חלופי',
ja: 'S、V、C、MP — 代替統治ブロック',
ko: 'S, V, C, MP — 대안 통치 블록',
zh: 'S、V、C、MP — 替代执政集团',
},
'eu-international': {
en: 'European Union institutions, international bodies & diplomatic actors',
sv: 'EU:s institutioner, internationella organ och diplomatiska aktörer',
da: 'EU-institutioner, internationale organer og diplomatiske aktører',
no: 'EU-institusjoner, internasjonale organer og diplomatiske aktører',
fi: 'EU-instituutiot, kansainväliset elimet ja diplomaattiset toimijat',
de: 'EU-Institutionen, internationale Gremien & diplomatische Akteure',
fr: 'Institutions européennes, organismes internationaux & acteurs diplomatiques',
es: 'Instituciones europeas, organismos internacionales y actores diplomáticos',
nl: 'EU-instellingen, internationale organen & diplomatieke actoren',
ar: 'المؤسسات الأوروبية والهيئات الدولية والجهات الدبلوماسية',
he: 'מוסדות האיחוד האירופי, גופים בינלאומיים ושחקנים דיפלומטיים',
ja: 'EU機関・国際機関・外交的行為者',
ko: 'EU 기관, 국제 기구 및 외교적 행위자',
zh: '欧盟机构、国际组织与外交行为者',
},
'private-sector': {
en: 'Companies, industry federations, employers & investors',
sv: 'Företag, branschorganisationer, arbetsgivare och investerare',
da: 'Virksomheder, brancheforeninger, arbejdsgivere og investorer',
no: 'Bedrifter, bransjeforeninger, arbeidsgivere og investorer',
fi: 'Yritykset, toimialajärjestöt, työnantajat ja sijoittajat',
de: 'Unternehmen, Branchenverbände, Arbeitgeber & Investoren',
fr: 'Entreprises, fédérations sectorielles, employeurs & investisseurs',
es: 'Empresas, federaciones sectoriales, empleadores e inversores',
nl: 'Bedrijven, brancheverenigingen, werkgevers & investeerders',
ar: 'الشركات والاتحادات القطاعية وأصحاب العمل والمستثمرون',
he: 'חברות, התאחדויות ענפיות, מעסיקים ומשקיעים',
ja: '企業・業界団体・雇用主・投資家',
ko: '기업, 업계 연합, 고용주 및 투자자',
zh: '企业、行业协会、雇主与投资者',
},
'civil-society': {
en: 'Trade unions, advocacy groups, human rights organisations & media',
sv: 'Fackföreningar, påtryckargrupper, människorättsorganisationer och media',
da: 'Fagforeninger, interesseorganisationer, menneskerettighedsorganisationer og medier',
no: 'Fagforeninger, interesseorganisasjoner, menneskerettighetsorganisasjoner og medier',
fi: 'Ammattiliitot, edunvalvontaryhmät, ihmisoikeusjärjestöt ja media',
de: 'Gewerkschaften, Interessengruppen, Menschenrechtsorganisationen & Medien',
fr: 'Syndicats, groupes de plaidoyer, organisations de droits humains & médias',
es: 'Sindicatos, grupos de defensa, organizaciones de derechos humanos y medios',
nl: 'Vakbonden, belangengroepen, mensenrechtenorganisaties & media',
ar: 'النقابات ومجموعات المناصرة ومنظمات حقوق الإنسان والإعلام',
he: 'ועדי עובדים, קבוצות הסברה, ארגוני זכויות אדם ותקשורת',
ja: '労働組合・権利擁護団体・人権団体・メディア',
ko: '노동조합, 권익 단체, 인권 단체 및 미디어',
zh: '工会、倡导团体、人权组织与媒体',
},
'citizens-voters': {
en: 'Electorate, public service users & democratic stakeholders',
sv: 'Valmanskåren, användare av offentliga tjänster och demokratiska intressenter',
da: 'Valgberettigede, brugere af offentlige tjenester og demokratiske interessenter',
no: 'Stemmeberettigede, brukere av offentlige tjenester og demokratiske interessenter',
fi: 'Äänioikeutetut, julkisten palvelujen käyttäjät ja demokraattiset sidosryhmät',
de: 'Wählerschaft, Nutzer öffentlicher Dienste & demokratische Stakeholder',
fr: 'Électorat, usagers des services publics & parties prenantes démocratiques',
es: 'Electorado, usuarios de servicios públicos y partes interesadas democráticas',
nl: 'Kiezers, gebruikers van overheidsdiensten & democratische stakeholders',
ar: 'الناخبون ومستخدمو الخدمات العامة وأصحاب المصلحة الديمقراطية',
he: 'מצביעים, משתמשי שירותים ציבוריים ובעלי עניין דמוקרטיים',
ja: '有権者・公共サービス利用者・民主的利害関係者',
ko: '유권자, 공공 서비스 이용자 및 민주적 이해 관계자',
zh: '选民、公共服务用户与民主利益相关者',
},
};
// ---------------------------------------------------------------------------
// Localised context metadata labels (all 14 languages)
// ---------------------------------------------------------------------------
const CONTEXT_LABELS: Readonly<{
confidence: Readonly<Record<Language, string>>;
crossReferences: Readonly<Record<Language, string>>;
}> = {
confidence: {
en: 'Confidence',
sv: 'Konfidens',
da: 'Tillid',
no: 'Tillit',
fi: 'Luottamus',
de: 'Konfidenz',
fr: 'Confiance',
es: 'Confianza',
nl: 'Vertrouwen',
ar: 'الثقة',
he: 'ביטחון',
ja: '信頼度',
ko: '신뢰도',
zh: '置信度',
},
crossReferences: {
en: 'Cross-references',
sv: 'Korsreferenser',
da: 'Krydsreferencer',
no: 'Kryssreferanser',
fi: 'Ristiviittaukset',
de: 'Querverweise',
fr: 'Références croisées',
es: 'Referencias cruzadas',
nl: 'Kruisverwijzingen',
ar: 'مراجع متقاطعة',
he: 'הפניות צולבות',
ja: '相互参照',
ko: '교차 참조',
zh: '交叉引用',
},
};
// ---------------------------------------------------------------------------
// Document classification helpers
// ---------------------------------------------------------------------------
/** Minimum summary length to prefer summary over title */
const MIN_SUMMARY_LENGTH = 20;
/** Maximum characters to use from a summary */
const MAX_SUMMARY_CHARS = 120;
/** Maximum characters to use from a document title */
const MAX_TITLE_CHARS = 100;
function titleOf(d: RawDocument): string {
return (d.titel || d.title || d.rubrik || d.dokumentnamn || d.dok_id || '').trim();
}
function summaryOf(d: RawDocument): string {
return (d.summary || d.notis || d.undertitel || '').trim();
}
/** Extract meaningful content for an AI entry — prefer summary over raw title */
function contentOf(d: RawDocument, fallback: string): string {
const s = summaryOf(d);
if (s.length > MIN_SUMMARY_LENGTH) return s.slice(0, MAX_SUMMARY_CHARS);
const t = titleOf(d);
return t.length > 0 ? t.slice(0, MAX_TITLE_CHARS) : fallback;
}
function makeAIEntry(
text: string,
impact: SwotImpact,
justification: string,
relatedDocuments: string[],
trendDirection: TrendDirection,
quantitativeEvidence?: string,
): AISwotEntry {
return { text, impact, justification, relatedDocuments, trendDirection, quantitativeEvidence };
}
function docEntry(
d: RawDocument,
defaultText: string,
impact: SwotImpact,
justification: string,
trendDirection: TrendDirection,
quantEvidence?: string,
): AISwotEntry {
return makeAIEntry(
contentOf(d, defaultText),
impact,
justification,
[titleOf(d) || d.dok_id || ''].filter(Boolean),
trendDirection,
quantEvidence,
);
}
// ---------------------------------------------------------------------------
// Topic-aware analytical statement builder
// ---------------------------------------------------------------------------
/** Build a topical statement: "X in {topic}" or strip %t placeholder when absent */
function withTopic(template: string, topic: string | null): string {
if (!topic) return template.replaceAll('%t', '');
return template.replaceAll('%t', topic);
}
// ---------------------------------------------------------------------------
// Pre-bucketed document classification (single pass)
// ---------------------------------------------------------------------------
/** Pre-classified document buckets to avoid repeated filtering in each builder */
interface DocBuckets {
prop: RawDocument[];
skr: RawDocument[];
sfs: RawDocument[];
pressm: RawDocument[];
bet: RawDocument[];
fpm: RawDocument[];
mot: RawDocument[];
ext: RawDocument[];
other: RawDocument[];
}
/** Classify docs into type buckets in a single pass */
function bucketDocs(docs: RawDocument[]): DocBuckets {
const b: DocBuckets = { prop: [], skr: [], sfs: [], pressm: [], bet: [], fpm: [], mot: [], ext: [], other: [] };
for (const d of docs) {
const t = d.doktyp || d.documentType || '';
switch (t) {
case 'prop': b.prop.push(d); break;
case 'skr': b.skr.push(d); break;
case 'sfs': b.sfs.push(d); break;
case 'pressm': b.pressm.push(d); break;
case 'bet': b.bet.push(d); break;
case 'fpm': b.fpm.push(d); break;
case 'mot': b.mot.push(d); break;
case 'ext': b.ext.push(d); break;
default:
// SFS-by-name heuristic (doktyp missing but dokumentnamn starts with SFS)
if ((d.dokumentnamn || '').startsWith('SFS')) { b.sfs.push(d); }
else { b.other.push(d); }
break;
}
}
return b;
}
/** Sum of all bucketed documents */
function bucketTotal(b: DocBuckets): number {
return b.prop.length + b.skr.length + b.sfs.length + b.pressm.length
+ b.bet.length + b.fpm.length + b.mot.length + b.ext.length
+ b.other.length;
}
// ---------------------------------------------------------------------------
// Per-stakeholder SWOT builders
// ---------------------------------------------------------------------------
function buildGovernmentSwot(
b: DocBuckets,
topic: string | null,
_lang: Language,
): Pick<AISwotAnalysis, 'strengths' | 'weaknesses' | 'opportunities' | 'threats'> {
const { prop: propDocs, skr: skrDocs, sfs: sfsDocs, pressm: pressmDocs, bet: betDocs, fpm: euDocs, mot: motDocs } = b;
const topicStr = topic ? ` on ${topic}` : '';
const total = bucketTotal(b);
const docCount = `${total} parliamentary document${total !== 1 ? 's' : ''} examined`;
const strengths: AISwotEntry[] = [];
propDocs.slice(0, 2).forEach(d => {
strengths.push(docEntry(
d, withTopic('Government proposition%t', topicStr ? ` ${topic}` : null),
'high',
`Government-initiated proposition demonstrates legislative agenda-setting capacity${topicStr}`,
'stable',
));
});
sfsDocs.slice(0, 1).forEach(d => {
strengths.push(docEntry(
d, withTopic('Enacted law%t', topicStr ? ` ${topic}` : null),
'high',
`Enacted statute indicates completed legislative cycle${topicStr}`,
'stable',
));
});
pressmDocs.slice(0, 1).forEach(d => {
strengths.push(docEntry(
d, withTopic('Government communication%t', topicStr ? ` ${topic}` : null),
'medium',
`Press communication signals proactive policy messaging${topicStr}`,
'stable',
));
});
skrDocs.slice(0, 1).forEach(d => {
strengths.push(docEntry(
d, withTopic('Government written communication (skrivelse)%t', topicStr ? ` ${topic}` : null),
'medium',
`Government skrivelse conveys policy position or report to parliament${topicStr}`,
'stable',
));
});
if (strengths.length === 0) {
strengths.push(makeAIEntry(
withTopic('Policy initiative and agenda-setting%t', topicStr ? ` on ${topic}` : ''),
'medium',
`Government holds exclusive right to introduce primary legislation${topicStr}`,
[],
'stable',
));
}
const weaknesses: AISwotEntry[] = [];
betDocs.slice(0, 2).forEach(d => {
weaknesses.push(docEntry(
d, 'Implementation scrutiny in committee report',
'medium',
`Committee scrutiny reveals implementation challenges${topicStr}`,
'stable',
));
});
if (weaknesses.length === 0) {
weaknesses.push(makeAIEntry(
withTopic('Implementation timeline and resource prioritisation%t', topicStr ? ` for ${topic}` : ''),
'medium',
`Complex legislation requires sustained administrative capacity${topicStr}`,
[],
'stable',
));
}
const opportunities: AISwotEntry[] = [];
euDocs.slice(0, 2).forEach(d => {
opportunities.push(docEntry(
d, 'EU framework position paper',
'high',
`EU/international alignment can strengthen domestic policy credibility${topicStr}`,
'improving',
));
});
if (opportunities.length === 0) {
opportunities.push(makeAIEntry(
withTopic('EU and international cooperation%t', topicStr ? ` on ${topic}` : ''),
'high',
`Multilateral frameworks provide legitimacy and co-funding for domestic reforms${topicStr}`,
[],
'improving',
));
}
const threats: AISwotEntry[] = [];
motDocs.slice(0, 2).forEach(d => {
threats.push(docEntry(
d, 'Opposition motion challenging policy',
'medium',
`Opposition motions create parliamentary counter-pressure${topicStr}`,
'stable',
));
});
if (threats.length === 0) {
threats.push(makeAIEntry(
withTopic('Execution risks and political resistance%t', topicStr ? ` to ${topic} reform` : ''),
'medium',
`Policy implementation faces stakeholder friction and opposition challenge${topicStr}`,
[],
'stable',
docCount,
));
}
return { strengths, weaknesses, opportunities, threats };
}
function buildOppositionSwot(
b: DocBuckets,
topic: string | null,
_lang: Language,
): Pick<AISwotAnalysis, 'strengths' | 'weaknesses' | 'opportunities' | 'threats'> {
const { bet: betDocs, mot: motDocs, prop: propDocs } = b;
const topicStr = topic ? ` on ${topic}` : '';
const strengths: AISwotEntry[] = [];
betDocs.slice(0, 2).forEach(d => {
strengths.push(docEntry(
d, 'Committee oversight report',
'high',
`Committee report enables structured parliamentary scrutiny${topicStr}`,
'stable',
));
});
motDocs.slice(0, 2).forEach(d => {
strengths.push(docEntry(
d, 'Opposition motion for alternative policy',
'medium',
`Tabling motions demonstrates alternative policy capacity and public positioning${topicStr}`,
'stable',
));
});
if (strengths.length === 0) {
strengths.push(makeAIEntry(
withTopic('Parliamentary oversight and scrutiny%t', topicStr ? ` of ${topic} proposals` : ''),
'high',
`Opposition fulfils democratic accountability function${topicStr}`,
[],
'stable',
));
}
const weaknesses: AISwotEntry[] = [
makeAIEntry(
withTopic('Limited access to implementation data%t', topicStr ? ` on ${topic}` : ''),
'medium',
`Government controls executive information; opposition relies on public documents${topicStr}`,
[],
'stable',
),
];
const opportunities: AISwotEntry[] = [
makeAIEntry(
withTopic('Cross-party consensus building%t', topicStr ? ` on ${topic}` : ''),
'high',
`Issue salience creates openings for coalition with centrist defectors${topicStr}`,
[],
'improving',
),
];
const threats: AISwotEntry[] = [];
propDocs.slice(0, 1).forEach(d => {
threats.push(docEntry(
d, 'Government proposition limiting amendment scope',
'medium',
`Government majority can pass legislation with minimal opposition amendments${topicStr}`,
'stable',
));
});
if (threats.length === 0) {
threats.push(makeAIEntry(
withTopic('Government majority limiting amendment capacity%t', topicStr ? ` on ${topic}` : ''),
'medium',
`Parliamentary arithmetic constrains opposition legislative influence${topicStr}`,
[],
'stable',
));
}
return { strengths, weaknesses, opportunities, threats };
}
function buildEUInternationalSwot(
b: DocBuckets,
topic: string | null,
_lang: Language,
): Pick<AISwotAnalysis, 'strengths' | 'weaknesses' | 'opportunities' | 'threats'> {
const { fpm: euDocs, ext: extDocs } = b;
const topicStr = topic ? ` on ${topic}` : '';
const strengths: AISwotEntry[] = [];
euDocs.slice(0, 2).forEach(d => {
strengths.push(docEntry(
d, 'EU/international regulatory framework',
'high',
`EU regulatory alignment provides Sweden with binding legal framework and co-funding${topicStr}`,
'improving',
));
});
if (strengths.length === 0) {
strengths.push(makeAIEntry(
withTopic('EU regulatory frameworks and directives%t', topicStr ? ` for ${topic}` : ''),
'high',
`EU membership provides supranational standards that shape national policy${topicStr}`,
[],
'stable',
));
}
extDocs.slice(0, 1).forEach(d => {
strengths.push(docEntry(
d, 'External expert input',
'medium',
`International expertise validates and contextualises domestic policy positions${topicStr}`,
'stable',
));
});
const weaknesses: AISwotEntry[] = [
makeAIEntry(
withTopic('Implementation variation across EU member states%t', topicStr ? ` regarding ${topic}` : ''),
'medium',
`Divergent transposition timelines can create competitive disadvantages for Sweden${topicStr}`,
[],
'stable',
),
];
const opportunities: AISwotEntry[] = [
makeAIEntry(
withTopic('Diplomatic leadership and norm-setting%t', topicStr ? ` on ${topic}` : ''),
'high',
`Sweden can use international forums to shape standards and attract investment${topicStr}`,
[],
'improving',
),
];
const threats: AISwotEntry[] = [
makeAIEntry(
withTopic('Geopolitical uncertainty impacting Swedish policy space%t', topicStr ? ` for ${topic}` : ''),
'high',
`Shifting international dynamics can constrain or override domestic policy choices${topicStr}`,
[],
'deteriorating',
),
];
return { strengths, weaknesses, opportunities, threats };
}
function buildPrivateSectorSwot(
b: DocBuckets,
topic: string | null,
_lang: Language,
): Pick<AISwotAnalysis, 'strengths' | 'weaknesses' | 'opportunities' | 'threats'> {
const { sfs: sfsDocs, ext: extDocs } = b;
const topicStr = topic ? ` in ${topic}` : '';
const strengths: AISwotEntry[] = [];
extDocs.slice(0, 2).forEach(d => {
strengths.push(docEntry(
d, 'Industry input to policy process',
'high',
`Industry representation in consultation demonstrates established influence channels${topicStr}`,
'stable',
));
});
if (strengths.length === 0) {
strengths.push(makeAIEntry(
withTopic('Domain expertise and operational capacity%t', topicStr ? ` in ${topic}` : ''),
'high',
`Private sector holds implementation knowledge critical to policy success${topicStr}`,
[],
'stable',
));
}
const weaknesses: AISwotEntry[] = [
makeAIEntry(
withTopic('Compliance costs from new regulatory requirements%t', topicStr ? ` in ${topic}` : ''),
'medium',
`Legislative changes impose adaptation costs particularly on SMEs${topicStr}`,
[],
'deteriorating',
),
];
sfsDocs.slice(0, 1).forEach(d => {
weaknesses.push(docEntry(
d, 'New regulatory requirement',
'medium',
`Enacted statute creates compliance obligations for business${topicStr}`,
'stable',
));
});
const opportunities: AISwotEntry[] = [
makeAIEntry(
withTopic('Investment and innovation from policy-driven market development%t', topicStr ? ` in ${topic}` : ''),
'high',
`Government programmes create new markets and procurement opportunities${topicStr}`,
[],
'improving',
),
];
const threats: AISwotEntry[] = [
makeAIEntry(
withTopic('Regulatory uncertainty during policy transition%t', topicStr ? ` on ${topic}` : ''),
'high',
`Short implementation timelines and evolving rules hamper business planning${topicStr}`,
[],
'deteriorating',
),
];
return { strengths, weaknesses, opportunities, threats };
}
function buildCivilSocietySwot(
b: DocBuckets,
topic: string | null,
_lang: Language,
): Pick<AISwotAnalysis, 'strengths' | 'weaknesses' | 'opportunities' | 'threats'> {
const { bet: betDocs, mot: motDocs } = b;
const topicStr = topic ? ` on ${topic}` : '';
const strengths: AISwotEntry[] = [];
betDocs.slice(0, 1).forEach(d => {
strengths.push(docEntry(
d, 'Civil society input in committee process',
'high',
`Committee consultation includes civil society perspectives that shape final legislation${topicStr}`,
'stable',
));
});
if (strengths.length === 0) {
strengths.push(makeAIEntry(
withTopic('Democratic accountability and rights advocacy%t', topicStr ? ` regarding ${topic}` : ''),
'high',
`Civil society provides independent oversight and public interest representation${topicStr}`,
[],
'stable',
));
}
const weaknesses: AISwotEntry[] = [
makeAIEntry(
withTopic('Resource constraints limiting monitoring capacity%t', topicStr ? ` for ${topic}` : ''),
'medium',
`NGOs often lack funding to mount sustained campaigns on complex legislation${topicStr}`,
[],
'stable',
),
];
const opportunities: AISwotEntry[] = [
makeAIEntry(
withTopic('Public mobilisation on rights-sensitive policies%t', topicStr ? ` related to ${topic}` : ''),
'high',
`Heightened media attention creates window for civil society agenda-setting${topicStr}`,
[],
'improving',
),
];
const threats: AISwotEntry[] = [];
motDocs.slice(0, 1).forEach(d => {
threats.push(docEntry(
d, 'Restrictive legislative motion',
'medium',
`Proposed legislation may restrict civic space or NGO operational freedoms${topicStr}`,
'deteriorating',
));
});
if (threats.length === 0) {
threats.push(makeAIEntry(
withTopic('Legislative changes reducing civic freedoms%t', topicStr ? ` in ${topic}` : ''),
'medium',
`Policy reforms can inadvertently curtail associational rights or protest space${topicStr}`,
[],
'stable',
));
}
return { strengths, weaknesses, opportunities, threats };
}
function buildCitizensSwot(
b: DocBuckets,
topic: string | null,
_lang: Language,
): Pick<AISwotAnalysis, 'strengths' | 'weaknesses' | 'opportunities' | 'threats'> {
const { prop: propDocs, sfs: sfsDocs, bet: betDocs } = b;
const topicStr = topic ? ` on ${topic}` : '';
const strengths: AISwotEntry[] = [];
sfsDocs.slice(0, 1).forEach(d => {
strengths.push(docEntry(
d, 'Enacted welfare or service law',
'high',
`Enacted legislation directly improves public service delivery${topicStr}`,
'stable',
));
});
if (strengths.length === 0) {
strengths.push(makeAIEntry(
withTopic('Democratic representation through elected parliament%t', topicStr ? ` on ${topic}` : ''),
'high',
`Citizens exercise electoral accountability over policy direction${topicStr}`,
[],
'stable',
));
}
const weaknesses: AISwotEntry[] = [
makeAIEntry(
withTopic('Information asymmetry on policy impacts%t', topicStr ? ` of ${topic}` : ''),
'medium',
`Complex legislation is difficult for citizens to evaluate without expert analysis${topicStr}`,
[],
'stable',
),
];
const opportunities: AISwotEntry[] = [];
propDocs.slice(0, 1).forEach(d => {
opportunities.push(docEntry(
d, 'Government reform proposition',
'high',
`Government reform proposals create opportunities for improved public services${topicStr}`,
'improving',
));
});
betDocs.slice(0, 1).forEach(d => {
opportunities.push(docEntry(
d, 'Transparent committee review process',
'medium',
`Open committee proceedings allow citizens to track legislative development${topicStr}`,
'stable',
));
});
if (opportunities.length === 0) {
opportunities.push(makeAIEntry(
withTopic('Policy reforms improving public service quality%t', topicStr ? ` for ${topic}` : ''),
'high',
`Parliamentary activity on this issue indicates political will to improve outcomes${topicStr}`,
[],
'improving',
));
}
const threats: AISwotEntry[] = [
makeAIEntry(
withTopic('Policy implementation gaps reducing service quality%t', topicStr ? ` in ${topic}` : ''),
'medium',
`Distance between legislative intent and administrative execution affects citizen outcomes${topicStr}`,
[],
'stable',
),
];
return { strengths, weaknesses, opportunities, threats };
}
// ---------------------------------------------------------------------------
// Cross-reference generator
// ---------------------------------------------------------------------------
function buildCrossReferences(b: DocBuckets, topic: string | null): SwotCrossReference[] {
const refs: SwotCrossReference[] = [];
// Government strengths → Opposition threats
if (b.prop.length > 0) {
refs.push({
fromStakeholder: 'government-coalition',
fromQuadrant: 'strengths',
toStakeholder: 'opposition',
toQuadrant: 'threats',
rationale: topic
? `Government propositions on ${topic} that reinforce coalition strengths simultaneously limit opposition influence`
: 'Government legislative agenda that strengthens coalition simultaneously constrains opposition amendment capacity',
});
}
// EU opportunities → Private sector opportunities
if (b.fpm.length > 0) {
refs.push({
fromStakeholder: 'eu-international',
fromQuadrant: 'opportunities',
toStakeholder: 'private-sector',
toQuadrant: 'opportunities',
rationale: topic
? `EU directives on ${topic} open cross-border market opportunities for Swedish business`
: 'EU regulatory harmonisation creates new market access opportunities for Swedish companies',
});
}
// Private sector regulatory burden → Civil society accountability (only when evidence present)
const hasRegulatoryDocs = b.sfs.length > 0 || b.skr.length > 0;
if (hasRegulatoryDocs) {
refs.push({
fromStakeholder: 'private-sector',
fromQuadrant: 'weaknesses',
toStakeholder: 'civil-society',
toQuadrant: 'opportunities',
rationale: topic
? `Business compliance challenges on ${topic} create space for civil society to advocate proportionate regulation`
: 'Regulatory compliance burdens provide civil society with advocacy leverage for balanced policy design',
});
}
return refs;
}
// ---------------------------------------------------------------------------
// Confidence score calculation
// ---------------------------------------------------------------------------
/** Baseline confidence with minimal document evidence */
const BASE_CONFIDENCE = 0.55;
/** Maximum bonus for document volume (capped at 10 extra documents) */
const MAX_DOC_VOLUME_BONUS = 0.20;
/** Confidence points added per document (capped by MAX_DOC_VOLUME_BONUS) */
const CONFIDENCE_PER_DOC = 0.02;
/** Maximum bonus for enriched full-text documents */
const MAX_ENRICHMENT_BONUS = 0.15;
/** Confidence points per enriched document (capped by MAX_ENRICHMENT_BONUS) */
const CONFIDENCE_PER_ENRICHED_DOC = 0.03;
/** Penalty when EU stakeholder has no fpm documents (low direct evidence) */
const EU_NO_DATA_PENALTY = -0.05;
/** Absolute maximum confidence (no analysis is 100% certain) */
const MAX_CONFIDENCE = 0.95;
/** Absolute minimum confidence (always some baseline reasoning possible) */
const MIN_CONFIDENCE = 0.40;
function computeConfidence(docs: RawDocument[], b: DocBuckets, perspective: StakeholderPerspective): number {
const docBonus = Math.min(MAX_DOC_VOLUME_BONUS, docs.length * CONFIDENCE_PER_DOC);
const enriched = docs.filter(d => d.contentFetched).length;
const enrichedBonus = Math.min(MAX_ENRICHMENT_BONUS, enriched * CONFIDENCE_PER_ENRICHED_DOC);
// EU stakeholder gets slightly lower confidence when there are no fpm docs
const euPenalty = perspective === 'eu-international' && b.fpm.length === 0 ? EU_NO_DATA_PENALTY : 0;
return Math.min(MAX_CONFIDENCE, Math.max(MIN_CONFIDENCE, BASE_CONFIDENCE + docBonus + enrichedBonus + euPenalty));
}
// ---------------------------------------------------------------------------
// Public API
// ---------------------------------------------------------------------------
/**
* Build AI-driven SWOT analyses for all 6 stakeholder perspectives.
*
* Returns `StakeholderSwot[]` ready for `generateStakeholderSwotSection()`.
* Each entry contains `AISwotEntry`-shaped data (which is compatible with the
* base `SwotEntry` shape used by the renderer).
*
* @param docs - Parliamentary documents relevant to the analysis topic
* @param topic - Focus topic for contextual framing (may be null)
* @param lang - Target language for stakeholder names and roles
*/
export function buildAISwotStakeholders(
docs: RawDocument[],
topic: string | null,
lang: Language,
): StakeholderSwot[] {
const perspectives: StakeholderPerspective[] = [
'government-coalition',
'opposition',
'eu-international',
'private-sector',
'civil-society',
'citizens-voters',
];
// Pre-bucket documents by type in a single pass for efficiency
const b = bucketDocs(docs);
const builders: Record<StakeholderPerspective, () => Pick<AISwotAnalysis, 'strengths' | 'weaknesses' | 'opportunities' | 'threats'>> = {
'government-coalition': () => buildGovernmentSwot(b, topic, lang),
opposition: () => buildOppositionSwot(b, topic, lang),
'eu-international': () => buildEUInternationalSwot(b, topic, lang),
'private-sector': () => buildPrivateSectorSwot(b, topic, lang),
'civil-society': () => buildCivilSocietySwot(b, topic, lang),
'citizens-voters': () => buildCitizensSwot(b, topic, lang),
};
const crossRefs = buildCrossReferences(b, topic);
// Localised labels for context metadata (with English fallback for safety)
const confidenceLabel = CONTEXT_LABELS.confidence[lang] ?? CONTEXT_LABELS.confidence.en;
const crossRefLabel = CONTEXT_LABELS.crossReferences[lang] ?? CONTEXT_LABELS.crossReferences.en;
return perspectives.map(p => {
const name = STAKEHOLDER_NAMES[p][lang];
const role = STAKEHOLDER_ROLES[p][lang];
const swotData = builders[p]();
const confidence = computeConfidence(docs, b, p);
// Attach confidence and crossReferences as context metadata (localised)
const contextParts: string[] = [];
contextParts.push(`${confidenceLabel}: ${Math.round(confidence * 100)}%`);
const ownRefs = crossRefs.filter(r => r.fromStakeholder === p || r.toStakeholder === p);
if (ownRefs.length > 0) {
contextParts.push(`${crossRefLabel}: ${ownRefs.length}`);
}
return {
name,
role,
swot: {
strengths: swotData.strengths,
weaknesses: swotData.weaknesses,
opportunities: swotData.opportunities,
threats: swotData.threats,
context: contextParts.join(' | '),
},
};
});
}
|