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A3: Moreover, the agriculture sector is an important source of exports.", "attrs": null, "canon": { "kind": { "name": "List", "slug": "list", "status": "active", "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2", "version": 1, "description": "Bullet or numbered list." }, "tool": null, "subkind": { "name": "Bullet list", "slug": "bullet", "status": "active", "canonId": "019de52c-fc98-7169-a083-5cab805076ca", "version": 1, "description": null }, "framework": null }, "subkind": "bullet", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 19:16:15.668+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "f3f5146d-b19e-4ee5-8ea6-61ae63a52665", "parentComponentId": null }, { "bbox": null, "kind": "metric", "text": "GDP contribution: 3%", "attrs": null, "canon": { "kind": { "name": "Metric", "slug": "metric", "status": "active", "canonId": "019de52c-f923-73bf-8081-d0b1a8c5264d", "version": 1, "description": "Big-number or KPI value." }, "tool": { "name": "Quantification", "slug": "quantification", "status": "active", "bestFor": null, "canonId": "019dd9e1-47ab-72ce-a079-aab1f5299e88", "version": 1, "bodyDocId": null, "description": "Translating a claim into numbers, charts, or tables.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": "primary", "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-24 13:26:29+00", "model": "or:google/gemini-3.1-flash-lite-preview", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd951-cdef-731b-a67b-47e552ee56ee", "parentComponentId": null }, { "bbox": { "h": 0.03, "w": 0.5, "x": 0.02, "y": 0.96 }, "kind": "source-note", "text": "Source: Ministry of Agriculture; CAS; ILO; Ministry of Health; Lebanese Customs; IDAL", "attrs": null, "canon": { "kind": { "name": "Source note", "slug": "source-note", "status": "active", "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948", "version": 1, "description": "Attribution / source / caveat placed at the slide footer. 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More than 50% of cultivated land is dedicated to olives, wheat, potatoes, and barley, which accounts for less than 25% of total produced value. 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"kind": "legend", "text": "Countries smaller than Lebanon", "attrs": null, "canon": { "kind": { "name": "Legend", "slug": "legend", "status": "active", "canonId": "31361933-3d22-4c70-bbad-0801e9fffc0c", "version": 1, "description": "Color/symbol decoder placed adjacent to a chart or diagram." }, "tool": null, "subkind": null, "framework": null }, "subkind": null, "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 19:16:21.278+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "824cb62f-d558-4238-a783-8407711308f6", "parentComponentId": null }, { "bbox": { "h": 0.25, "w": 0.45, "x": 0.5, "y": 0.56 }, "kind": "list", "text": "However, these constraints can be overcome by successful cooperatives, which can provide: Produce aggregation to reach export volumes; Shared equipment & systems to unlock higher levels of productivity; Group financing which enables investments", "attrs": null, "canon": { "kind": { "name": "List", "slug": "list", "status": "active", "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2", "version": 1, "description": "Bullet or numbered list." }, "tool": null, "subkind": { "name": "Bullet list", "slug": "bullet", "status": "active", "canonId": "019de52c-fc98-7169-a083-5cab805076ca", "version": 1, "description": null }, "framework": null }, "subkind": "bullet", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 19:16:21.278+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "341eb063-751b-494d-923d-b19eb49ae66d", "parentComponentId": null }, { "bbox": { "h": 0.35, "w": 0.45, "x": 0.5, "y": 0.15 }, "kind": "list", "text": "Fragmentation of agricultural holdings can be an impediment to growth in several ways: Reaching export markets requires scale and uniformity of production; Achieving high productivity is challenging for small holdings, due to 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REQUIRED ENABLERS TO SUPPORT THE ASPIRATIONS\nVII. INSTITUTIONALIZATION MECHANISMS\nVIII. FLAGSHIP PROJECTS", "attrs": null, "canon": { "kind": { "name": "List", "slug": "list", "status": "active", "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2", "version": 1, "description": "Bullet or numbered list." }, "tool": null, "subkind": { "name": "Bullet list", "slug": "bullet", "status": "active", "canonId": "019de52c-fc98-7169-a083-5cab805076ca", "version": 1, "description": null }, "framework": null }, "subkind": "bullet", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 19:16:17.281+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "05139df8-a667-4d8c-a3ff-2f213c2c5d32", "parentComponentId": null }, { "bbox": { "h": 0.6, "w": 0.3, "x": 0.35, "y": 0.17 }, "kind": "list", "text": "D. Institutional and policy enablers\nIV. THE VISION: LEBANON'S ECONOMIC ASPIRATIONS\nV. SECTORAL ENGINES FOR LEBANON'S ECONOMIC GROWTH", "attrs": null, "canon": { "kind": { "name": "List", "slug": "list", "status": "active", "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2", "version": 1, "description": "Bullet or numbered list." }, "tool": null, "subkind": { "name": "Bullet list", "slug": "bullet", "status": "active", "canonId": "019de52c-fc98-7169-a083-5cab805076ca", "version": 1, "description": null }, "framework": null }, "subkind": "bullet", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 19:16:17.281+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "c1b6d903-79ab-4036-ae92-4179a1f6a628", "parentComponentId": null }, { "bbox": { "h": 0.25, "w": 0.3, "x": 0.02, "y": 0.17 }, "kind": "list", "text": "I. EXECUTIVE SUMMARY\nII. INTRODUCTION AND METHODOLOGY\nIII. 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In line with GDP, decline in exports affected all non-food sub-sectors. However, some sectors were affected much more strongly: chemical exports only declined by 3%, whereas non-metallic manufacturing exports declined by 70%. 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There are ~4,700 registered industrial factories in Lebanon (excluding an estimated ~2,000 informal factories), with over 50% involved in food processing, manufacturing of metal & electric products, and construction material.", "attrs": null, "canon": { "kind": { "name": "List", "slug": "list", "status": "active", "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2", "version": 1, "description": "Bullet or numbered list." }, "tool": null, "subkind": { "name": "Bullet list", "slug": "bullet", "status": "active", "canonId": "019de52c-fc98-7169-a083-5cab805076ca", "version": 1, "description": null }, "framework": null }, "subkind": "bullet", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 19:16:21.905+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "288631cb-0486-423c-b1c3-ca367c0d3f2b", "parentComponentId": null }, { "bbox": { "h": 0.15, "w": 0.8, "x": 0.15, "y": 0.32 }, "kind": "list", "text": "A2 However, in recent year the sector has been shrinking. Between 2010 and 2016, industry's real contribution to GDP declined by ~2% annually. Loss was witnessed most industrial subsectors, with the notable exception of food processing, which grew by 2.6% per year in the same period.", "attrs": null, "canon": { "kind": { "name": "List", "slug": "list", "status": "active", "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2", "version": 1, "description": "Bullet or numbered list." }, "tool": null, "subkind": { "name": "Bullet list", "slug": "bullet", "status": "active", "canonId": "019de52c-fc98-7169-a083-5cab805076ca", "version": 1, "description": null }, "framework": null }, "subkind": "bullet", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 19:16:21.905+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "68e17562-079d-4561-a633-087d852ed378", "parentComponentId": null }, { "bbox": null, "kind": "metric", "text": "GDP contribution: 10%", "attrs": null, "canon": { "kind": { "name": "Metric", "slug": "metric", "status": "active", "canonId": "019de52c-f923-73bf-8081-d0b1a8c5264d", "version": 1, "description": "Big-number or KPI value." }, "tool": { "name": "Quantification", "slug": "quantification", "status": "active", "bestFor": null, "canonId": "019dd9e1-47ab-72ce-a079-aab1f5299e88", "version": 1, "bodyDocId": null, "description": "Translating a claim into numbers, charts, or tables.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": "primary", "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-24 13:26:33+00", "model": "or:google/gemini-3.1-flash-lite-preview", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd951-cdef-731b-a67d-1689f3f47366", "parentComponentId": null }, { "bbox": { "h": 0.02, "w": 0.5, "x": 0.02, "y": 0.97 }, "kind": "source-note", "text": "Source: CAS; ILO; Ministry of Health; Lebanese Customs; Ministry of Industry", "attrs": null, "canon": { "kind": { "name": "Source note", "slug": "source-note", "status": "active", "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948", "version": 1, "description": "Attribution / source / caveat placed at the slide footer. 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The Syrian conflict had a negative effect on exports to neighboring countries, but was not the primary driver. Import substitution is unlikely to be a driver.", "attrs": null, "canon": { "kind": { "name": "List", "slug": "list", "status": "active", "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2", "version": 1, "description": "Bullet or numbered list." }, "tool": null, "subkind": { "name": "Bullet list", "slug": "bullet", "status": "active", "canonId": "019de52c-fc98-7169-a083-5cab805076ca", "version": 1, "description": null }, "framework": null }, "subkind": "bullet", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 19:16:17.824+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "08f882c5-6587-4e53-948b-ce7bd7647917", "parentComponentId": null }, { "bbox": { "h": 0.22, "w": 0.82, "x": 0.16, "y": 0.42 }, "kind": "list", "text": "B2 The primary driver of industry's decline is the fact that Lebanon is lagging on several competitiveness factors. Key advantages include availability of capital and skilled labor. Key disadvantages include power, logistics, and business environment.", "attrs": null, "canon": { "kind": { "name": "List", "slug": "list", "status": "active", "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2", "version": 1, "description": "Bullet or numbered list." }, "tool": null, "subkind": { "name": "Bullet list", "slug": "bullet", "status": "active", "canonId": "019de52c-fc98-7169-a083-5cab805076ca", "version": 1, "description": null }, "framework": null }, "subkind": "bullet", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 19:16:17.824+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "9933c737-4ae8-4530-81e7-cbf85daf2340", "parentComponentId": null }, { "bbox": { "h": 0.03, "w": 0.03, "x": 0.95, "y": 0.96 }, "kind": "metric", "text": "289", "attrs": null, "canon": { "kind": { "name": "Metric", "slug": "metric", "status": "active", "canonId": "019de52c-f923-73bf-8081-d0b1a8c5264d", "version": 1, "description": "Big-number or KPI value." }, "tool": null, "subkind": { "name": "Big number", "slug": "big-number", "status": "active", "canonId": "019de52c-fc70-70c8-b965-0584548a9204", "version": 1, "description": null }, "framework": null }, "subkind": "big-number", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 19:16:17.824+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "3bf2c2cf-72cf-47ba-9991-498b25c4dc9d", "parentComponentId": null }, { "bbox": { "h": 0.03, "w": 0.96, "x": 0.02, "y": 0.14 }, "kind": "paragraph", "text": "B. 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Lebanon has managed to come in second place in the Middle East, with a total of 58 deals of total value ~53 USD Mn in 2017, while hosting 13% of total investors of the MENA region. 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Market size reached ~175 Mn USD in 2016 and is expected to grow at ~9.7% p.a. to reach ~231 Mn USD in 2019; software development & services companies employ ~5,000 people. Companies are mainly in software products (~50%) and web solutions (~40%), with more than ~80% of companies exporting their products, with the Gulf being the primary export destination. 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Murex, founded in 1986, provides integrated trading, risk management, processing and post-trade solutions, and today serves global markets. A more recent example is FOO, founded in 2009, with a Fin-tech emphasis, that managed to cater for big regional clients (e.g. Emirates, VISA, Zain, Dubai Police...)", "attrs": null, "canon": { "kind": { "name": "List", "slug": "list", "status": "active", "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2", "version": 1, "description": "Bullet or numbered list." }, "tool": null, "subkind": { "name": "Bullet list", "slug": "bullet", "status": "active", "canonId": "019de52c-fc98-7169-a083-5cab805076ca", "version": 1, "description": null }, "framework": null }, "subkind": "bullet", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 19:16:28.21+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "d1811e1b-084d-4def-b493-3c5e0128ba24", "parentComponentId": null }, { "bbox": { "h": 0.13, "w": 0.87, "x": 0.11, "y": 0.73 }, "kind": "list", "text": "B5: Several success stories have recently emerged, reaching global markets, along with a set of emerging verticals. 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Key performance measures – Creative Industries", "attrs": null, "canon": { "kind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4", "version": 1, "description": "Single prose block in the body of a slide." }, "tool": null, "subkind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433", "version": 1, "description": null }, "framework": null }, "subkind": "paragraph", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 19:16:24.772+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "4dabf021-b73a-45df-8054-16a854622c85", "parentComponentId": null }, { "bbox": { "h": 0.03, "w": 0.6, "x": 0.02, "y": 0.96 }, "kind": "source-note", "text": "Source: IDAL Media Factbook 2015; Fondation Liban Cinema; IDAL Film Industry Factbook 2015", "attrs": null, "canon": { "kind": { "name": "Source note", "slug": "source-note", "status": "active", "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948", "version": 1, "description": "Attribution / source / caveat placed at the slide footer. 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Most beta banks with low market shares sustain returns on equity less than 7%.", "attrs": null, "canon": { "kind": { "name": "List", "slug": "list", "status": "active", "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2", "version": 1, "description": "Bullet or numbered list." }, "tool": null, "subkind": { "name": "Bullet list", "slug": "bullet", "status": "active", "canonId": "019de52c-fc98-7169-a083-5cab805076ca", "version": 1, "description": null }, "framework": null }, "subkind": "bullet", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 19:16:30.13+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "8210c3e0-5e21-471b-976f-b4ff9e8e5d78", "parentComponentId": null }, { "bbox": { "h": 0.06, "w": 0.85, "x": 0.13, "y": 0.67 }, "kind": "list", "text": "The sector also witnesses a low digital banking penetration with 27% of adults having made a digital transaction vs. 60% regional and global benchmarks.", "attrs": null, "canon": { "kind": { "name": "List", "slug": "list", "status": "active", "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2", "version": 1, "description": "Bullet or numbered list." }, "tool": null, "subkind": { "name": "Bullet list", "slug": "bullet", "status": "active", "canonId": "019de52c-fc98-7169-a083-5cab805076ca", "version": 1, "description": null }, "framework": null }, "subkind": "bullet", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 19:16:30.13+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "853781be-dae1-44aa-8d72-2b8bd1d2eebf", "parentComponentId": null }, { "bbox": null, "kind": "metric", "text": "Return on Equity: 12%", "attrs": null, "canon": { "kind": { "name": "Metric", "slug": "metric", "status": "active", "canonId": "019de52c-f923-73bf-8081-d0b1a8c5264d", "version": 1, "description": "Big-number or KPI value." }, "tool": { "name": "Quantification", "slug": "quantification", "status": "active", "bestFor": null, "canonId": "019dd9e1-47ab-72ce-a079-aab1f5299e88", "version": 1, "bodyDocId": null, "description": "Translating a claim into numbers, charts, or tables.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": "primary", "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-24 13:26:47+00", "model": "or:google/gemini-3.1-flash-lite-preview", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd951-cdf0-76aa-a4c6-2f130e658589", "parentComponentId": null }, { "bbox": { "h": 0.03, "w": 0.8, "x": 0.02, "y": 0.96 }, "kind": "source-note", "text": "SOURCE: Lebanon IMF Article IV 2016; Banks annual reports; IMF Financial Access Survey; Banque du Liban; Ministry of Health", "attrs": null, "canon": { "kind": { "name": "Source note", "slug": "source-note", "status": "active", "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948", "version": 1, "description": "Attribution / source / caveat placed at the slide footer. 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B2: Increasing government debt was historically met through the increasing deposits; high growth era of 2006-2010 gave room for new initiatives driven by the Central Bank. B3: However, post 2011 economic slowdown lead to a sharp increase in government debt; global economic prospects coupled with local instability increased the challenge of deposit gathering by banks. B4: Decrease in the availability of funds and increased sovereign risk lead to an increase in deposits interest rates and cost of funds. 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Life GWP penetration stood at ~1% of GDP, compared to an average of ~2.8% across peers. Non-life GWP at ~2.2% was also ~1.2 times lower than benchmark countries average. 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Insurance sector has been growing steadily with GWP growing at ~4% p.a. from 1.3 USD Bn in 2012 to 1.6 USD Bn in 2016. 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Pension system is mainly composed of public pension funds and private pensions. 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Out of the total financial sector assets, 95% are banking assets with a mere 5% contributed by non-banking services.", "attrs": null, "canon": { "kind": { "name": "List", "slug": "list", "status": "active", "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2", "version": 1, "description": "Bullet or numbered list." }, "tool": null, "subkind": { "name": "Bullet list", "slug": "bullet", "status": "active", "canonId": "019de52c-fc98-7169-a083-5cab805076ca", "version": 1, "description": null }, "framework": null }, "subkind": "bullet", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 19:16:30.935+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "6a2f082c-9bb9-4577-81ce-1cd8b9834b4b", "parentComponentId": null }, { "bbox": { "h": 0.12, "w": 0.87, "x": 0.11, "y": 0.54 }, "kind": "list", "text": "C4 Private equity & venture capital activity remains low. Limited presence and activity of PE firms with deal value at ~0% of GDP vs. 0.8-2.8% benchmarks. VC funding of ~0.12% of GDP in-line with benchmarks, but funding lacks at angel, early and growth stages. 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and only 10 listed companies (out of which 6 banks)\nLack of incentives for domestic companies to list their shares\nLimited foreign investments driven by sub-optimal business & regulatory environment\nThe capital market authority (CMA) was setup but still lacks a sanctioning committee and a financial markets tribunal to become fully operational", "attrs": null, "canon": { "kind": { "name": "List", "slug": "list", "status": "active", "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2", "version": 1, "description": "Bullet or numbered list." }, "tool": null, "subkind": { "name": "Bullet list", "slug": "bullet", "status": "active", "canonId": "019de52c-fc98-7169-a083-5cab805076ca", "version": 1, "description": null }, "framework": null }, "subkind": "bullet", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 19:16:29.579+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "fa95a7ee-1537-4175-a584-214f1b588fd2", "parentComponentId": null }, { "bbox": null, "kind": "metric", "text": "Market capitalization as % of GDP: 21%", "attrs": null, "canon": { "kind": { "name": "Metric", "slug": "metric", "status": "active", "canonId": "019de52c-f923-73bf-8081-d0b1a8c5264d", "version": 1, "description": "Big-number or KPI value." }, "tool": { "name": "Quantification", "slug": "quantification", "status": "active", "bestFor": null, "canonId": "019dd9e1-47ab-72ce-a079-aab1f5299e88", "version": 1, "bodyDocId": null, "description": "Translating a claim into numbers, charts, or tables.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": "primary", "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-24 13:26:48+00", "model": "or:google/gemini-3.1-flash-lite-preview", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd951-cdf0-76aa-a4c6-7f0a06470bbe", "parentComponentId": null }, { "bbox": { "h": 0.02, "w": 0.45, "x": 0.02, "y": 0.96 }, "kind": "source-note", "text": "Source: World Bank; 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D4 Regulating agencies: Incomplete capital markets framework and independence issues.", "attrs": null, "canon": { "kind": { "name": "List", "slug": "list", "status": "active", "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2", "version": 1, "description": "Bullet or numbered list." }, "tool": null, "subkind": { "name": "Bullet list", "slug": "bullet", "status": "active", "canonId": "019de52c-fc98-7169-a083-5cab805076ca", "version": 1, "description": null }, "framework": null }, "subkind": "bullet", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 19:16:34.438+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "dfefa6c3-8962-45e4-8eb1-fe5ffe12aa82", "parentComponentId": null }, { "bbox": { "h": 0.03, "w": 0.3, "x": 0.02, "y": 0.96 }, "kind": "source-note", "text": "Source: Expert interviews; stakeholder interviews", "attrs": null, "canon": { "kind": { "name": "Source note", "slug": "source-note", "status": "active", "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948", "version": 1, "description": "Attribution / source / caveat placed at the slide footer. 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Despite “overbanking” at the country-level, regional disparities underline the financial inclusion issue with 52 branches & 94 ATMs per 100K adults in Beirut & Mount Lebanon vs. 15-18 and 27-29 in the other regions. 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EXECUTIVE SUMMARY\nII. INTRODUCTION AND METHODOLOGY\nIII. CONTEXT AND DIAGNOSTIC\nIV. THE VISION: LEBANON'S ECONOMIC ASPIRATIONS\nV. SECTORAL ENGINES FOR LEBANON'S ECONOMIC GROWTH\nVI. REQUIRED ENABLERS TO SUPPORT THE ASPIRATIONS\nVII. INSTITUTIONALIZATION MECHANISMS\nVIII. 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Current penetration of ~72-96% (including and excluding refugees), compared to an average of ~114% across peer countries, signifies a potential increase of 20-40% in penetration.", "attrs": null, "canon": { "kind": { "name": "List", "slug": "list", "status": "active", "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2", "version": 1, "description": "Bullet or numbered list." }, "tool": null, "subkind": { "name": "Bullet list", "slug": "bullet", "status": "active", "canonId": "019de52c-fc98-7169-a083-5cab805076ca", "version": 1, "description": null }, "framework": null }, "subkind": "bullet", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 19:16:53.037+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "bb1d4ac2-6dfa-4874-9af2-cc369a4712f8", "parentComponentId": null }, { "bbox": { "h": 0.15, "w": 0.93, "x": 0.05, "y": 0.44 }, "kind": "list", "text": "Lebanon remains one of few countries with a fully state owned telecommunication sector witnessing limited to inexistent private sector participation. Lebanon is one of 3 countries globally with state owned mobile operators, the other two being Andorra & Ethiopia. Private sector participation in the fixed sector is also very limited; the sole owner of the fixed infrastructure is Ogero, the government owned enterprise, with private ISP's operation limited to capacity-leasing from Ogero.", "attrs": null, "canon": { "kind": { "name": "List", "slug": "list", "status": "active", "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2", "version": 1, "description": "Bullet or numbered list." }, "tool": null, "subkind": { "name": "Bullet list", "slug": "bullet", "status": "active", "canonId": "019de52c-fc98-7169-a083-5cab805076ca", "version": 1, "description": null }, "framework": null }, "subkind": "bullet", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 19:16:53.037+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "d30afcc2-6c4b-45c6-8f7b-646f1e9fff63", "parentComponentId": null }, { "bbox": { "h": 0.18, "w": 0.93, "x": 0.05, "y": 0.59 }, "kind": "list", "text": "Today telecom contributes ~10-20% of yearly revenues; however industry dynamics put downward pressure on revenues. Overall, the telecom sector funds ~10-20% of total government revenues, rendering the government reluctant to drive privatisation efforts in a bid to foster competition, reduce prices and enhance quality of service. However, the industry is drastically shifting from voice towards data as a main revenue contributor: Current prevalent pay-per-minute model does not allow to capitalize on voice to data shift, and puts downward pressure on future potential revenues.", "attrs": null, "canon": { "kind": { "name": "List", "slug": "list", "status": "active", "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2", "version": 1, "description": "Bullet or numbered list." }, "tool": null, "subkind": { "name": "Bullet list", "slug": "bullet", "status": "active", "canonId": "019de52c-fc98-7169-a083-5cab805076ca", "version": 1, "description": null }, "framework": null }, "subkind": "bullet", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 19:16:53.037+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "d4d7ce50-bf45-40d3-838b-fd14043a0837", "parentComponentId": null }, { "bbox": null, "kind": "metric", "text": "Fixed broadband speed: 6mbps", "attrs": null, "canon": { "kind": { "name": "Metric", "slug": "metric", "status": "active", "canonId": "019de52c-f923-73bf-8081-d0b1a8c5264d", "version": 1, "description": "Big-number or KPI value." }, "tool": { "name": "Quantification", "slug": "quantification", "status": "active", "bestFor": null, "canonId": "019dd9e1-47ab-72ce-a079-aab1f5299e88", "version": 1, "bodyDocId": null, "description": "Translating a claim into numbers, charts, or tables.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": "primary", "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-24 13:27:18+00", "model": "or:google/gemini-3.1-flash-lite-preview", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd951-cdf0-76aa-a4d1-bd5cfac352b8", "parentComponentId": null }, { "bbox": { "h": 0.03, "w": 0.8, "x": 0.02, "y": 0.96 }, "kind": "source-note", "text": "Source: Ministry of Telecommunications Lebanon 2015; ITU; SpeedTest; Operators website; Ministry of Finance annual reports", "attrs": null, "canon": { "kind": { "name": "Source note", "slug": "source-note", "status": "active", "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948", "version": 1, "description": "Attribution / source / caveat placed at the slide footer. 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Key performance measures", "attrs": null, "canon": { "kind": { "name": "Title", "slug": "title", "status": "active", "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4", "version": 1, "description": "Slide title or headline." }, "tool": null, "subkind": { "name": "Subtitle", "slug": "subtitle", "status": "active", "canonId": "019de52c-fb09-739d-900c-815b0d9ac526", "version": 1, "description": null }, "framework": null }, "subkind": "subtitle", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 19:16:53.037+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "25a41e19-2222-46ea-8e48-f6996e1b85e2", "parentComponentId": null } ], "metrics": [ { "metricRaw": "Fixed broadband speed", "numberRaw": "6mbps", "numberKind": "plain", "actionTitle": null, "calloutText": "Fixed network provides coverage and pricing in line with peers; speeds however, at 6mbps, lag Syria & Iraq ranking Lebanon 130th worldwide out of 133 countries.", "numberScale": null, "numberValue": 6, "metricFamily": "other", "numberCurrency": null } ], "tools": [], "frameworks": [], "arcBeats": [], "loops": [], "locked": true }, { "page": 520, "type": "analysis", "title": "Includes a watermark '20181022 Internal'.", "function": "summarize", "rawType": "kpi_dashboard", "block": null, "metadata": { "slideType": "kpi_dashboard", "slideTypeCanon": { "name": "KPI dashboard", "slug": "kpi_dashboard", "status": "active", "canonId": "019de52d-0be5-7295-af4d-b850fe7b7e65", "version": 1, "description": null }, "function": "summarize", "functionCanon": { "name": "Summarize", "slug": "summarize", "status": "active", "canonId": "019de52d-1541-704f-b86f-bf7b75056373", "version": 1, "description": null }, "density": "dense", "densityScore": 58, "componentCount": 6, "textChars": 750, "nDataPoints": 8, "notes": "Includes a watermark '20181022 Internal'.", "elementsJson": [ "headline_text", "bullet_list", "callout_box" ], "confidence": 0.95, "extraction": { "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "at": "2026-05-02 19:16:47.036+00", "seconds": 2.753, "promptVersion": "v2-canon-conditioned" } }, "links": { "slide": "/slides/019dd923-5ca1-7489-b639-093f3fd1ecfe/520", "deck": "/decks/019dd923-5ca1-7489-b639-093f3fd1ecfe", "deckAnchor": "/decks/019dd923-5ca1-7489-b639-093f3fd1ecfe#slide-520", "deckJson": "/decks/019dd923-5ca1-7489-b639-093f3fd1ecfe.json" }, "components": [ { "bbox": null, "kind": "callout", "text": "Number of customers has been consistently growing in recent years to achieve penetration rates of 21% and 81% in fixed broadband and mobile respectively", "attrs": null, "canon": { "kind": { "name": "Callout", "slug": "callout", "status": "active", "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2", "version": 1, "description": "Highlighted callout box." }, "tool": { "name": "Visual emphasis", "slug": "visual-emphasis", "status": "active", "bestFor": null, "canonId": "019dd9e1-474b-736b-a8eb-a794dd88241c", "version": 1, "bodyDocId": null, "description": "Drawing the eye to one element above the rest of the slide.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": null, "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-24 13:27:18+00", "model": "or:google/gemini-3.1-flash-lite-preview", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd951-cdf0-76aa-a4d1-e866a432a493", "parentComponentId": null }, { "bbox": { "h": 0.15, "w": 0.85, "x": 0.13, "y": 0.24 }, "kind": "list", "text": "Fixed broadband customers have been increasing at ~44% p.a. starting 2007, to reach 1.3 Mn in 2016; the growth was mainly driven by a ~650 K jump in broadband customers between 2013 and 2014. 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"tools": [], "frameworks": [], "arcBeats": [], "loops": [], "locked": true }, { "page": 521, "type": "analysis", "title": "The slide uses a structured list format with numbered 'B' tags to categorize diagnostic findings.", "function": "diagnose", "rawType": "diagnosis", "block": null, "metadata": { "slideType": "diagnosis", "slideTypeCanon": { "name": "Diagnosis", "slug": "diagnosis", "status": "active", "canonId": "019de52d-0cd7-7212-898f-0464041ff8d8", "version": 1, "description": null }, "function": "diagnose", "functionCanon": { "name": "Diagnose", "slug": "diagnose", "status": "active", "canonId": "019de52d-1657-7223-acc5-7437d878c850", "version": 1, "description": null }, "density": "overcrowded", "densityScore": 78, "componentCount": 8, "textChars": 1067, "nDataPoints": 6, "notes": "The slide uses a structured list format with numbered 'B' tags to categorize diagnostic findings.", "elementsJson": [ "headline_text", "bullet_list", "callout_box" ], "confidence": 1, "extraction": { "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "at": "2026-05-02 19:16:47.342+00", "seconds": 2.968, "promptVersion": "v2-canon-conditioned" } }, "links": { "slide": "/slides/019dd923-5ca1-7489-b639-093f3fd1ecfe/521", "deck": "/decks/019dd923-5ca1-7489-b639-093f3fd1ecfe", "deckAnchor": "/decks/019dd923-5ca1-7489-b639-093f3fd1ecfe#slide-521", "deckJson": "/decks/019dd923-5ca1-7489-b639-093f3fd1ecfe.json" }, "components": [ { "bbox": null, "kind": "callout", "text": "Today, the telecom sector lags behind in terms of capital spend on infrastructure investments, especially regarding the Fixed network.", "attrs": null, "canon": { "kind": { "name": "Callout", "slug": "callout", "status": "active", "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2", "version": 1, "description": "Highlighted callout box." }, "tool": { "name": "Visual emphasis", "slug": "visual-emphasis", "status": "active", "bestFor": null, "canonId": "019dd9e1-474b-736b-a8eb-a794dd88241c", "version": 1, "bodyDocId": null, "description": "Drawing the eye to one element above the rest of the slide.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": null, "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-24 13:27:18+00", "model": "or:google/gemini-3.1-flash-lite-preview", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd951-cdf0-76aa-a4d2-b33c4d040b72", "parentComponentId": null }, { "bbox": { "h": 0.15, "w": 0.96, "x": 0.02, "y": 0.72 }, "kind": "list", "text": "Had the previous privatisation efforts materialized in 2002, the debt to GDP ratio could have been lowered to ~110-125% by 2015, driven by an uptake in GDP growth.", "attrs": null, "canon": { "kind": { "name": "List", "slug": "list", "status": "active", "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2", "version": 1, "description": "Bullet or numbered list." }, "tool": null, "subkind": { "name": "Bullet list", "slug": "bullet", "status": "active", "canonId": "019de52c-fc98-7169-a083-5cab805076ca", "version": 1, "description": null }, "framework": null }, "subkind": "bullet", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 19:16:47.342+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "aa428bf0-9174-415f-a142-265385ef5bfb", "parentComponentId": null }, { "bbox": { "h": 0.15, "w": 0.96, "x": 0.02, "y": 0.56 }, "kind": "list", "text": "Regulatory authority & regulations: Today no regulatory authority is present to ensure that service level agreements and proper regulation are in place. Currently no agency extensively regulates telecommunications in Lebanon.", "attrs": null, "canon": { "kind": { "name": "List", "slug": "list", "status": "active", "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2", "version": 1, "description": "Bullet or numbered list." }, "tool": null, "subkind": { "name": "Bullet list", "slug": "bullet", "status": "active", "canonId": "019de52c-fc98-7169-a083-5cab805076ca", "version": 1, "description": null }, "framework": null }, "subkind": "bullet", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 19:16:47.342+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "c5de9e27-9a49-4ad7-9baa-deab465b68b6", "parentComponentId": null }, { "bbox": { "h": 0.25, "w": 0.96, "x": 0.02, "y": 0.19 }, "kind": "list", "text": "Telecom infra. & capital investment: Today, the telecom sector lags behind in terms of capital spend on infrastructure investments, especially regarding the Fixed network. 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Today 62% of the total public debt is in local currency giving the government negotiation power with bond holders; moreover, ~84% of the public debt is held locally reducing exposure to foreign markets.", "attrs": null, "canon": { "kind": { "name": "List", "slug": "list", "status": "active", "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2", "version": 1, "description": "Bullet or numbered list." }, "tool": null, "subkind": { "name": "Bullet list", "slug": "bullet", "status": "active", "canonId": "019de52c-fc98-7169-a083-5cab805076ca", "version": 1, "description": null }, "framework": null }, "subkind": "bullet", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 19:16:59.534+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "050e8731-37c4-438f-b870-6aa833469d1e", "parentComponentId": null }, { "bbox": { "h": 0.16, "w": 0.95, "x": 0.03, "y": 0.45 }, "kind": "list", "text": "A3: Debt to GDP ratio began to increase again post 2011, once the economy entered a recession. Low GDP growth translated into a stagnation of government revenues growing at ~1%; the stagnation was accentuated by the removal of fuel taxes that occurred during the period of economic growth. Government expenditures on the other hand sustained a ~5% growth despite a decrease in oil prices and lower EDL deficits. 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Local debt is concentrated in short-term securities with an ATM of 3.84 years and 72% securities less than 7 years tenor. Foreign currency debt is concentrated in long term Eurobonds with 54% having ATM more than 5 years.", "attrs": null, "canon": { "kind": { "name": "List", "slug": "list", "status": "active", "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2", "version": 1, "description": "Bullet or numbered list." }, "tool": null, "subkind": { "name": "Bullet list", "slug": "bullet", "status": "active", "canonId": "019de52c-fc98-7169-a083-5cab805076ca", "version": 1, "description": null }, "framework": null }, "subkind": "bullet", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 19:16:59.534+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "767392ce-6c9f-4b60-8473-a84cf7cabf81", "parentComponentId": null }, { "bbox": { "h": 0.12, "w": 0.95, "x": 0.03, "y": 0.19 }, "kind": "list", "text": "A1: Lebanon currently has the third highest public debt-to-GDP ratio in the world standing at ~145% (in 2016). The aggregate outstanding debt of 75 USD Bn and debt to GDP ratio of 145% (in 2016) were reached through cumulative fiscal deficits over the last 10 years. Less than 5 USD Bn of the total accumulated debt has been used to cover primary budget deficit, while the rest is the result of interest accumulation.", "attrs": null, "canon": { "kind": { "name": "List", "slug": "list", "status": "active", "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2", "version": 1, "description": "Bullet or numbered list." }, "tool": null, "subkind": { "name": "Bullet list", "slug": "bullet", "status": "active", "canonId": "019de52c-fc98-7169-a083-5cab805076ca", "version": 1, "description": null }, "framework": null }, "subkind": "bullet", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 19:16:59.534+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "8ee7acf9-67a0-4c56-b38d-566c352fb321", "parentComponentId": null }, { "bbox": { "h": 0.14, "w": 0.95, "x": 0.03, "y": 0.31 }, "kind": "list", "text": "A2: Historically, the debt to GDP ratio has been decreasing from 2006 and 2011, driven by a strong economic outlook and strong growth in GDP, driving a growth in government revenues. From 2004 to 2011, the government was operating at primary surplus of ~3-4% GDP; Debt to GDP ratio decreased from its highest level of 183% in 2006 to 131% in 2012. The primary surplus was also growing at ~23% p.a, mainly driven a ~13% yearly growth in government revenues.", "attrs": null, "canon": { "kind": { "name": "List", "slug": "list", "status": "active", "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2", "version": 1, "description": "Bullet or numbered list." }, "tool": null, "subkind": { "name": "Bullet list", "slug": "bullet", "status": "active", "canonId": "019de52c-fc98-7169-a083-5cab805076ca", "version": 1, "description": null }, "framework": null }, "subkind": "bullet", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 19:16:59.534+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "b557f7be-c319-4637-81af-7ca4f23d7329", "parentComponentId": null }, { "bbox": { "h": 0.11, "w": 0.95, "x": 0.03, "y": 0.8 }, "kind": "list", "text": "A6: However, if Lebanon retains the same trajectory, then by 2030, Debt to GDP ratio would reach ~200% and expenditures excluding interest would exceed government revenues. Assuming constant oil prices, with other expenditures as well as revenues growing at historical rate, fiscal deficit is expected to reach ~15% of GDP for an outstanding debt of ~200 USD Bn. With nominal GDP growing at ~5% IMF projections, debt to GDP ratio is expected to hit ~200% by 2030.", "attrs": null, "canon": { "kind": { "name": "List", "slug": "list", "status": "active", "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2", "version": 1, "description": "Bullet or numbered list." }, "tool": null, "subkind": { "name": "Bullet list", "slug": "bullet", "status": "active", "canonId": "019de52c-fc98-7169-a083-5cab805076ca", "version": 1, "description": null }, "framework": null }, "subkind": "bullet", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 19:16:59.534+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "f447697d-f646-45f9-9290-da38abaaa2de", "parentComponentId": null }, { "bbox": null, "kind": "metric", "text": "Debt-to-GDP ratio: 145%", "attrs": null, "canon": { "kind": { "name": "Metric", "slug": "metric", "status": "active", "canonId": "019de52c-f923-73bf-8081-d0b1a8c5264d", "version": 1, "description": "Big-number or KPI value." }, "tool": { "name": "Quantification", "slug": "quantification", "status": "active", "bestFor": null, "canonId": "019dd9e1-47ab-72ce-a079-aab1f5299e88", "version": 1, "bodyDocId": null, "description": "Translating a claim into numbers, charts, or tables.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": "primary", "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-24 13:27:31+00", "model": "or:google/gemini-3.1-flash-lite-preview", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd951-d3b7-740d-b97e-f090fbefed1f", "parentComponentId": null }, { "bbox": { "h": 0.03, "w": 0.96, "x": 0.02, "y": 0.14 }, "kind": "paragraph", "text": "A. Key performance measures", "attrs": null, "canon": { "kind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4", "version": 1, "description": "Single prose block in the body of a slide." }, "tool": null, "subkind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433", "version": 1, "description": null }, "framework": null }, "subkind": "paragraph", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 19:16:59.534+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "cce929c0-3bda-485a-8f6f-855b62cf2dfc", "parentComponentId": null }, { "bbox": { "h": 0.03, "w": 0.85, "x": 0.02, "y": 0.95 }, "kind": "source-note", "text": "Source: Standard & Poor's; Ministry of Finance; CAS; Country's IMF article IV; IMF World Economic Outlook April 2018; Banque du Liban; Banks annual reports", "attrs": null, "canon": { "kind": { "name": "Source note", "slug": "source-note", "status": "active", "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948", "version": 1, "description": "Attribution / source / caveat placed at the slide footer. 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B2: Public sector size in terms of government expenditures is in line with global average... B3: However, public sector employees' salaries, corresponds to ~46% of total government revenues... B4: Revenues are mainly driven by taxes, at ~70% contribution...", "attrs": null, "canon": { "kind": { "name": "List", "slug": "list", "status": "active", "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2", "version": 1, "description": "Bullet or numbered list." }, "tool": null, "subkind": { "name": "Bullet list", "slug": "bullet", "status": "active", "canonId": "019de52c-fc98-7169-a083-5cab805076ca", "version": 1, "description": null }, "framework": null }, "subkind": "bullet", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 19:17:00.661+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "7b8bbc41-a273-4dc8-a8d4-f6eb9cf5db9a", "parentComponentId": null }, { "bbox": null, "kind": "metric", "text": "government expenditure: 36%", "attrs": null, "canon": { "kind": { "name": "Metric", "slug": "metric", "status": "active", "canonId": "019de52c-f923-73bf-8081-d0b1a8c5264d", "version": 1, "description": "Big-number or KPI value." }, "tool": { "name": "Quantification", "slug": "quantification", "status": "active", "bestFor": null, "canonId": "019dd9e1-47ab-72ce-a079-aab1f5299e88", "version": 1, "bodyDocId": null, "description": "Translating a claim into numbers, charts, or tables.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": "primary", "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-24 13:27:30+00", "model": "or:google/gemini-3.1-flash-lite-preview", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd951-d3b7-740d-b97e-2fa21634764e", "parentComponentId": null }, { "bbox": { "h": 0.03, "w": 0.7, "x": 0.02, "y": 0.96 }, "kind": "source-note", "text": "Source: Countries IMF Article IV tables; Ministry of Finance; World Bank; IMF Lebanon Selected Issues 2017", "attrs": null, "canon": { "kind": { "name": "Source note", "slug": "source-note", "status": "active", "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948", "version": 1, "description": "Attribution / source / caveat placed at the slide footer. 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0.07, "y": 0.22 }, "kind": "chart", "text": "Actual number of tourists in Lebanon by nationality 2017 vs 2017 fair share", "attrs": null, "canon": { "kind": { "name": "Chart", "slug": "chart", "status": "active", "canonId": "019de52c-f9a0-76ef-adc6-0b859109d1f8", "version": 1, "description": "Quantitative chart." }, "tool": null, "subkind": { "name": "Bubble chart", "slug": "bubble", "status": "active", "canonId": "019de52d-00a4-756f-8978-8d5e48905dbc", "version": 1, "description": null }, "framework": null }, "subkind": "bubble", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 19:17:27.246+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "65359e2f-264b-4248-99d2-71c0b51b4db5", "parentComponentId": null }, { "bbox": { "h": 0.03, "w": 0.6, "x": 0.02, "y": 0.91 }, "kind": "disclaimer", "text": "Note: Each countries selected for the analysis make up at least 1% of current total tourists", "attrs": null, "canon": { "kind": { "name": "Disclaimer", "slug": "disclaimer", "status": "active", "canonId": "91173477-d91f-4024-bbaf-d4f93e3f82dc", "version": 1, "description": "Legal/cautionary text that occupies most of the body of its slide." }, "tool": null, "subkind": null, "framework": null }, "subkind": null, "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 19:17:27.246+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "1fe23cc8-45b1-4349-9b4f-747e08e9a58a", "parentComponentId": null }, { "bbox": { "h": 0.65, "w": 0.86, "x": 0.07, "y": 0.22 }, "kind": "framework", "text": "2x2 Matrix", "attrs": null, "canon": { "kind": { "name": "Framework", "slug": "framework", "status": "active", "canonId": "019de52c-fa18-77c6-b10a-ccb8277ac0fa", "version": 1, "description": "Named conceptual framework instance." }, "tool": null, "subkind": { "name": "Framework instance", 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