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"composite": 0.7117 } }, "evidence_sources": [ "aioe", "anthropic", "eloundou", "ilo" ] }, { "schema_version": "8.0", "ssoc": "93334", "title": "Warehouse worker", "major_group": "CLEANERS, LABOURERS AND RELATED WORKERS", "major_group_code": 9, "wages": { "gross_monthly_median_sgd": 2458, "gross_monthly_25th_sgd": 2070, "gross_monthly_75th_sgd": 3114 }, "employment": { "estimated_thousands": 4.9, "basis": "estimated_sg_submajor_weighted_2025" }, "ai_task_exposure_index": 0.0682, "human_bottleneck_index": 0.2308, "v8": { "schema_version": "8.0", "reference_market": "Singapore SSOC 2020", "reference_occupation_count": 562, "reference_date": "2026-07-15", "ai_exposure_rank": { "points": 3, "percentile": 2.6, "band": "very_low", "interpretation": "AI exposure is higher than approximately 3% of occupations in the Singapore reference market." }, "substitution_pressure": { "points": 18, "percentile": 18.3, "band": "very_low", "interpretation": "Structural substitution pressure is higher than approximately 18% of occupations in the Singapore reference market." }, "augmentation_potential": { "points": 8, "percentile": 7.9, "band": "very_low", "interpretation": "AI augmentation potential is higher than approximately 8% of occupations in the Singapore reference market." }, "likely_pathway": "limited_direct_change", "market_context": { "demand": "mixed", "demand_basis": "Official-derived momentum and scarcity signals are mixed.", "adoption": "leading", "adoption_coverage": "partial", "adoption_basis": "Some listed industries have MOM sector adoption evidence; observed-sector average 57.5%.", "attrition_absorber": "high", "attrition_granularity": "major_group", "entry_level_sensitivity": "unknown" }, "evidence_confidence": { "level": "medium", "limiting_factors": [ "Sensitivity", "Market Data Granularity" ], "exposure_source_count": 4, "mapping_quality": "direct" }, "sensitivity": { "label": "stable", "minimum_points": 2, "maximum_points": 4, "minimum_band": "very_low", "maximum_band": "very_low", "method": "leave_one_source_out_and_equal_weight_v1" }, "task_evidence": { "effective_coverage": null, "exposure_concentration": null, "framing": "Task concentration is supporting evidence in V8 and does not apply a heuristic multiplier to the headline score." }, "transition": { "to_ssoc": "14123", "to_title": "Food and beverage operations manager", "label": "moderate", "composite": 0.5549 } }, "evidence_sources": [ "aioe", "anthropic", "eloundou", "ilo" ] }, { "schema_version": "8.0", "ssoc": "96112", "title": "Waste recycling sorter", "major_group": "CLEANERS, LABOURERS AND RELATED WORKERS", "major_group_code": 9, "wages": { "gross_monthly_median_sgd": 2110, "gross_monthly_25th_sgd": 1801, "gross_monthly_75th_sgd": 3639 }, "employment": { "estimated_thousands": 1.3, "basis": "estimated_sg_submajor_weighted_2025" }, "ai_task_exposure_index": 0.0935, "human_bottleneck_index": 0.0686, "v8": { "schema_version": "8.0", "reference_market": "Singapore SSOC 2020", "reference_occupation_count": 562, "reference_date": "2026-07-15", "ai_exposure_rank": { "points": 5, "percentile": 5.3, "band": "very_low", "interpretation": "AI exposure is higher than approximately 5% of occupations in the Singapore reference market." }, "substitution_pressure": { "points": 28, "percentile": 28.4, "band": "low", "interpretation": "Structural substitution pressure is higher than approximately 28% of occupations in the Singapore reference market." }, "augmentation_potential": { "points": 3, "percentile": 3.5, "band": "very_low", "interpretation": "AI augmentation potential is higher than approximately 3% of occupations in the Singapore reference market." }, "likely_pathway": "limited_direct_change", "market_context": { "demand": "strong", "demand_basis": "Both official-derived momentum and scarcity ranks are in the top 40%.", "adoption": "unknown", "adoption_coverage": "unknown", "adoption_basis": "MOM does not publish a directly mappable adoption rate for the listed industries.", "attrition_absorber": "high", "attrition_granularity": "major_group", "entry_level_sensitivity": "unknown" }, "evidence_confidence": { "level": "medium", "limiting_factors": [ "Market Data Granularity", "Sensitivity" ], "exposure_source_count": 4, "mapping_quality": "direct" }, "sensitivity": { "label": "stable", "minimum_points": 1, "maximum_points": 8, "minimum_band": "very_low", "maximum_band": "very_low", "method": "leave_one_source_out_and_equal_weight_v1" }, "task_evidence": { "effective_coverage": 0.0536, "exposure_concentration": 0.5002, "framing": "Task concentration is supporting evidence in V8 and does not apply a heuristic multiplier to the headline score." }, "transition": { "to_ssoc": "96111", "to_title": "General waste collection, recycling and material recovery worker", "label": "moderate", "composite": 0.6888 } }, "evidence_sources": [ "aioe", "anthropic", "eloundou", "ilo" ] } ]