QQP Model
Manage finishing-level parameters, weights, and model versions.36 analyzed dossiers in training corpus.
Active QQPs
36 active parameters used in finishing level extraction.
| Name | Category | Type | Weight | Dossiers | Source | Active |
|---|---|---|---|---|---|---|
Solar Panel Count solar_panel_count | — | numeric | +0.329 | 10 | AI discovered | |
Hvac System Type hvac_system_type | — | numeric | +0.000 | — | AI discovered | |
Building Use Type building_use_type | — | numeric | +0.000 | 4 | AI discovered | |
Is Heritage Protected is_heritage_protected | — | numeric | +0.220 | 10 | AI discovered | |
Total Livable Area total_livable_sqm | Size & Layout | numeric · m2 | +0.203 | 20 | Seeded | |
Entrance Hall Size entrance_hall_sqm | Size & Layout | numeric · m2 | +0.210 | 20 | Seeded | |
Living Room Size living_room_sqm | Size & Layout | numeric · m2 | +0.311 | 20 | Seeded | |
Kitchen Size kitchen_sqm | Size & Layout | numeric · m2 | +0.536 | 20 | Seeded | |
Master Bedroom Size master_bedroom_sqm | Size & Layout | numeric · m2 | +0.457 | 20 | Seeded | |
Average Bedroom Size avg_bedroom_sqm | Size & Layout | numeric · m2 | +0.465 | 20 | Seeded | |
Largest Bathroom Size largest_bathroom_sqm | Size & Layout | numeric · m2 | +0.181 | 20 | Seeded | |
Garage Size garage_sqm | Size & Layout | numeric · m2 | +0.206 | 20 | Seeded | |
Terrace/Balcony Size terrace_balcony_sqm | Size & Layout | numeric · m2 | +0.551 | 20 | Seeded | |
Circulation Ratio circulation_ratio | Size & Layout | numeric · ratio | +0.190 | 20 | Seeded | |
Floor Count floor_count | Size & Layout | numeric · count | +0.510 | 20 | Seeded | |
Bedroom Count bedroom_count | Room Count & Composition | numeric · count | +0.147 | 20 | Seeded | |
Bathroom Count bathroom_count | Room Count & Composition | numeric · count | +0.120 | 20 | Seeded | |
Separate Toilet Count toilet_count | Room Count & Composition | numeric · count | +0.132 | 20 | Seeded | |
Bathroom/Bedroom Ratio bathroom_per_bedroom_ratio | Room Count & Composition | numeric · ratio | +0.509 | 20 | Seeded | |
Has Separate Dining has_separate_dining | Room Count & Composition | boolean | -0.121 | 20 | Seeded | |
Has Office/Study has_office | Room Count & Composition | boolean | +0.476 | 20 | Seeded | |
Has Dressing Room has_dressing | Room Count & Composition | boolean | +0.111 | 20 | Seeded | |
Has Laundry Room has_laundry_room | Room Count & Composition | boolean | +0.313 | 20 | Seeded | |
Has Wellness Area has_wellness | Room Count & Composition | boolean | +0.099 | 20 | Seeded | |
Has Basement has_basement | Room Count & Composition | boolean | +0.259 | 20 | Seeded | |
Has Garage has_garage | Room Count & Composition | boolean | +0.155 | 20 | Seeded | |
Kitchen Appliance Count kitchen_appliance_count | Equipment & Features | numeric · count | +0.574 | 20 | Seeded | |
Has Kitchen Island has_kitchen_island | Equipment & Features | boolean | -0.106 | 20 | Seeded | |
Bathroom Luxury Score bathroom_luxury_score | Equipment & Features | score · score | +0.476 | 20 | Seeded | |
Has Fireplace has_fireplace | Equipment & Features | boolean | +0.193 | 20 | Seeded | |
Has Open Kitchen has_open_kitchen | Equipment & Features | boolean | +0.233 | 20 | Seeded | |
Built-in Storage Count built_in_storage_count | Equipment & Features | numeric · count | +0.288 | 20 | Seeded | |
Living/Total Ratio living_to_total_ratio | Proportionality | numeric · ratio | +0.140 | 20 | Seeded | |
Wet Room/Total Ratio wet_room_to_total_ratio | Proportionality | numeric · ratio | +0.582 | 20 | Seeded | |
Outdoor/Indoor Ratio outdoor_to_indoor_ratio | Proportionality | numeric · ratio | +0.294 | 20 | Seeded | |
Average Room Size avg_room_size | Proportionality | numeric · m2 | -0.486 | 20 | Seeded |
Proposed QQPs
AI-suggested parameters not yet activated. Accept to create a new QQP definition; reject to dismiss.
| Proposed name | Proposed by | Description | Latest reasoning | |
|---|---|---|---|---|
| gross_to_net_ratio | 2 dossiers | Gross floor area divided by net livable/usable area - measures structural overhead | Higher ratio indicates thicker walls, more structural elements, larger circulation spaces - common in masonry/luxury construction. For this WZC: 6531/4827 = 1.35, indicating substantial non-livable structural/circulation space. | |
| loading_dock_count | 2 dossiers | Number of loading docks or dock levellers | Loading docks represent significant structural and civil engineering cost. Each dock with leveller adds substantially to reconstruction value. | |
| roof_type_complexity | 2 dossiers | Score: 0=simple pitched roof, 1=complex pitched roof with dormers, 2=mixed flat+pitched, 3=complex mixed with multiple roof types and premium materials (EPDM, green roof) | Mixed roof types (this property has pitched roof with vakwerkspanten + EPDM flat roof sections + dakterras) indicate architectural complexity and higher construction cost | |
| alarm_system_grade | 2 dossiers | Ordinal score: 0=none, 1=basic/GSM, 2=monitored/central connection | Direct alarm central connection (vs. GSM notification) indicates a higher-grade security system, which correlates with overall building quality and investment level. | |
| heritage_protection_level | 2 dossiers | Ordinal score for heritage protection: 0=none, 1=inventory/noticed, 2=established heritage (vastgesteld), 3=classified monument (geklasseerd) | Heritage protection has tiered cost implications. A fully classified monument (geklasseerd) requires specialist restoration contractors, approved materials, and regulatory oversight — all at premium cost. Finer granularity than simple boolean. | |
| is_commercial_building | 2 dossiers | Boolean indicating whether the building is primarily commercial (retail, office, hospitality) rather than residential | Commercial buildings have fundamentally different cost drivers than residential ones — fit-out standards, fire suppression systems, security, and compliance requirements differ significantly. This would help the model apply appropriate cost benchmarks. | |
| fire_safety_level | 2 dossiers | Ordinal score for fire safety installations: 0=none, 1=basic detectors, 2=full detection system, 3=detection+compartmentalization+EI doors, 4=sprinkler system | Higher fire safety levels indicate more expensive construction and better-quality materials. This building scores 3 with EI130 doors, fire compartmentalization, and automatic detection, which adds significant cost to reconstruction. | |
| dressing_room_count | 2 dossiers | Number of dedicated dressing rooms or walk-in closets | Multiple dressing rooms indicate generous spatial planning and luxury orientation. One per bedroom suite is a comfort indicator; standalone dressing rooms are a luxury indicator. | |
| outbuilding_sqm | 2 dossiers | Total area of separate outbuildings (offices, workshops, ateliers, annexes) not part of main dwelling | Presence and size of professional outbuildings indicates the property serves mixed residential-commercial purposes, affecting reconstruction cost significantly and suggesting a different finishing profile than pure residential. | |
| fireplace_quality_score | 2 dossiers | Scored quality of fireplace: 0=none, 1=electric, 2=standard wood, 3=insert gas, 4=premium brand see-through/tunnel | Fireplace type and brand are strong proxies for finishing level. A Bellfires Derby Large Tunnel (see-through gas fireplace) costs €3,000-8,000 installed and strongly correlates with luxury finishing. | |
| ev_charging_count | 2 dossiers | Number of EV charging points present | EV charging infrastructure is a premium feature increasingly found in luxury builds. Even a single point indicates above-average technical specification. | |
| green_roof_sqm | 2 dossiers | Area of green roof (sedum, planted, or extensive green roof) in m² | Green roofs have significantly higher construction cost than standard flat roofing (€80-200/m² premium) and signal architectural quality and sustainability ambition. | |
| avg_ceiling_height_m | 2 dossiers | Average clear ceiling height across all main usable rooms in meters | Higher ceilings directly increase material quantities (wall surface, HVAC ductwork, electrical runs) and are associated with higher-quality construction. In this building, 3.45m on first floor is a premium indicator. | |
| fitting_room_count | 2 dossiers | For retail buildings: number of dedicated fitting/changing rooms (paskamers) | In retail contexts, fitting rooms represent per-unit investment (mirrors, lighting, partitioning, hooks) and their count and quality reflect overall retail fit-out level. | |
| security_system_level | 2 dossiers | Security certification level (e.g., INCERT 1-4, or basic/standard/advanced/certified) of the alarm and access control system | Higher security certification (INCERT level 2+ as specified here) involves certified installers, certified products, and ongoing compliance — correlates with higher-value properties and premium finishing. | |
| technical_room_ratio | 2 dossiers | Technical room area divided by total livable area | Dedicated technical spaces may indicate more sophisticated building systems | |
| commercial_fitout_quality | 1 dossier | Qualitative score (1-5) for commercial interior fitout quality based on materials, custom joinery, branded elements, and equipment specification | For commercial spaces, the fitout specification (bespoke counters, refrigerated display, custom signage, floor finishes) is the primary driver of reconstruction cost per m², analogous to finishing level in residential | |
| shopfront_complexity | 1 dossier | Qualitative indicator of shopfront complexity: simple door / standard shop window / custom etalage / fully glazed facade | Custom shopfronts with bespoke glazing, display lighting, and signage systems are major cost drivers in retail reconstruction | |
| has_production_kitchen | 1 dossier | Boolean indicating presence of a dedicated food production or preparation area (atelier, laboratorium, productieruimte) | Food production areas require specialized equipment, ventilation, drainage, and food-grade surfaces that significantly increase reconstruction cost | |
| building_use_type_specific | 1 dossier | Detailed sub-classification of commercial use: bakery / delicatessen / clothing / electronics / restaurant / office etc. | Different retail categories have very different base fitout costs - food retail (bakery, deli) typically costs more per m² than general retail due to hygienic requirements, specialized equipment, and ventilation | |
| commercial_sqm_sales_ratio | 1 dossier | Ratio of sales floor area to total commercial floor area | Higher ratio of revenue-generating space to back-of-house may indicate investment in customer-facing finishes and higher quality shopfitting | |
| has_refrigerated_display | 1 dossier | Boolean indicating presence of refrigerated display counters or cold storage in retail/catering context | Refrigerated commercial display equipment significantly increases fitout cost and is a strong indicator of food retail/catering category with above-average m² costs | |
| wet_room_count_per_100sqm | 1 dossier | Number of wet rooms (showers, WC, sanitary blocks) per 100m² of gross floor area | High density of wet rooms significantly increases plumbing and tiling costs; a sports pavilion with 4 wet rooms in 254m² has high wet room density, pushing up cost/m² | |
| changing_room_count | 1 dossier | Number of dedicated changing/locker rooms | Changing rooms in sports facilities require specific finishes (non-slip floors, lockers, benches, ventilation) and are cost-intensive relative to their area | |
| commercial_kitchen_present | 1 dossier | Boolean indicating presence of a professional/commercial kitchen (as opposed to domestic kitchen) | Commercial kitchens require industrial ventilation, grease traps, stainless steel surfaces, professional equipment — substantially higher cost than domestic kitchens | |
| is_sports_or_community_facility | 1 dossier | Boolean indicating whether the building is a sports pavilion, community center, clubhouse or similar public/semi-public leisure facility | Such buildings have specific cost profiles: robust/durable finishes, high plumbing density, large open spaces — different from residential but not necessarily cheaper per m² | |
| building_use_complexity | 1 dossier | Score reflecting how many distinct functional zones or program types are present (e.g., catering + wet rooms + storage + assembly = 4 zones) | More complex mixed-use programs with multiple wet rooms, kitchens, and service areas drive up reconstruction cost per m² due to increased MEP (mechanical, electrical, plumbing) density | |
| has_display_counter | 1 dossier | Presence of built-in refrigerated or non-refrigerated display counter (toonbank/comptoir) in retail space | Custom-built display counters in retail fit-outs represent significant finishing investment and indicate a higher-spec commercial interior. | |
| specialist_equipment_value_indicator | 1 dossier | Categorical indicator of specialist built-in equipment: none / basic / moderate / high (e.g. cold rooms, professional kitchen, lab equipment) | Built-in specialist commercial equipment that forms part of the building structure (cold rooms, extraction systems) increases reconstruction cost substantially. | |
| hvac_system_present | 1 dossier | Boolean: dedicated HVAC/climate control system present in commercial space | Commercial HVAC systems (beyond basic radiators) significantly increase building reconstruction value. | |
| commercial_flooring_type | 1 dossier | Type of flooring in commercial space: basic vinyl / ceramic tile / natural stone / epoxy / designer finish | Commercial flooring choice (especially in food retail requiring hygienic non-slip surfaces) indicates investment level and reconstruction cost. | |
| facade_shopfront_quality | 1 dossier | Quality indicator for commercial shopfront: basic painted / aluminium frame / timber frame / full-glass curtain / bespoke design | Shopfront quality is a major cost driver in commercial retail fit-outs and directly correlates with finishing level. | |
| building_use_type_detail | 1 dossier | Detailed commercial sub-type: food retail / fashion retail / office / catering / industrial / mixed-use | Different commercial subtypes have very different reconstruction cost profiles. Food retail (with cold chain, HACCP compliance) costs significantly more than general retail. | |
| commercial_prep_area_sqm | 1 dossier | Area dedicated to professional food preparation or workshop in commercial buildings | Professional preparation areas with specialized surfaces, drainage, and equipment increase reconstruction cost and indicate the quality level of the commercial fit-out. | |
| commercial_cold_storage_sqm | 1 dossier | Total area of refrigerated/cold storage rooms in commercial food premises | Cold storage rooms require specialized insulated construction and refrigeration systems, significantly increasing reconstruction cost per m². Relevant for butchers, fishmongers, caterers, and food retail. | |
| facade_glazing_ratio | 1 dossier | Ratio of glazed facade surface to total facade surface - higher glazing ratio indicates more expensive curtain wall or shopfront systems | Commercial shopfronts with large display windows (etalage) significantly increase reconstruction cost compared to opaque warehouse facades. The 75 m² shopfront surcharge in this dossier is a direct proxy. | |
| construction_type_code | 1 dossier | Construction type: detached=1, semi-detached=2, terraced=3, part of larger complex=4 | Semi-detached (halfopen) construction has shared walls reducing some costs but also requiring party wall considerations. This affects reconstruction cost calculations. | |
| utility_sqm_ratio | 1 dossier | Ratio of utility/commercial area to total gross area | For mixed-use or commercial buildings, the proportion dedicated to productive commercial space vs support areas affects average construction cost per m². | |
| clear_height_m | 1 dossier | Interior clear height in meters - relevant for warehouses and commercial spaces | Higher clear heights in warehouses/commercial spaces indicate more structural material and higher construction cost. A 4m clear height warehouse costs more than a 2.5m one. | |
| commercial_fit_out_level | 1 dossier | Level of commercial interior fit-out: 0=casco/shell, 1=basic fit-out, 2=standard retail, 3=high-end retail, 4=luxury boutique | For commercial buildings, the fit-out level is the primary driver of reconstruction cost variance. A casco warehouse and a luxury boutique can have the same footprint but vastly different rebuild costs. | |
| professional_kitchen_value | 1 dossier | Declared or estimated value of fixed professional kitchen installation in euros | Professional kitchen installations in restaurants/catering facilities can range from €30,000 to €300,000+ and are among the most expensive fixed installations in commercial buildings. This strongly correlates with reconstruction cost. | |
| facade_complexity_score | 1 dossier | Estimated complexity of facade: simple (1) / standard (2) / articulated (3) / ornate/heritage (4) / monumental (5) | Heritage and monumental buildings have highly complex facades with decorative stonework, period detailing, and specialist masonry that dramatically increases reconstruction cost per m². This is especially relevant for listed buildings. | |
| specialist_installation_total_value | 1 dossier | Total declared value of specialist fixed installations (kitchen, bar, lift, HVAC, security systems) in euros | The sum of all specialist immovable installations (€225,000 in this case: kitchen €160k + bar €20k + lift €45k) is a direct indicator of building finishing level and reconstruction cost. | |
| commercial_floor_area_ratio | 1 dossier | Ratio of finished commercial/operational floor area to total gross floor area | A high ratio of casco/unfinished space (like the attic here) reduces average finishing cost. This ratio helps distinguish buildings where only part of the structure is fully fitted out. | |
| orangerie_conservatory_sqm | 1 dossier | Area in m² of any orangerie, winter garden, or glass conservatory structure | Glass/steel conservatory structures have significantly higher per-m² construction costs than standard masonry extensions. Their presence and size is a strong quality/cost indicator. | |
| lift_installation_value | 1 dossier | Presence and declared/estimated value of lift/elevator installation | Lifts are expensive to install and maintain. Their presence and value (€45,000 in this case) is a strong indicator of building quality and reconstruction cost, especially in buildings under 5 floors where lifts are optional. | |
| lift_count | 1 dossier | Number of elevators/lifts installed in the building | Lifts are significant cost items (€55,000-€100,000+ each). Multiple lifts indicate larger, more complex buildings and correlate strongly with reconstruction cost. Especially relevant for multi-floor non-residential buildings. | |
| building_age_years | 1 dossier | Age of the building in years at time of assessment | Newer buildings tend to have modern insulation, systems, and finishes that cost more to reconstruct. Combined with maintenance status, this helps calibrate obsolescence adjustments. | |
| circulation_sqm_per_resident | 1 dossier | Total circulation area divided by number of resident units or bedrooms | In care facilities, corridor width must accommodate wheelchairs and beds. Generous circulation per resident indicates higher accessibility standards and reconstruction cost. | |
| cold_storage_count | 1 dossier | Number of dedicated cold rooms (koelcel) and freezer rooms (vriescel) | Industrial cold rooms and freezer rooms cost €15,000-€60,000+ each to install. Their presence in care facilities or restaurants indicates specialized infrastructure not captured by general kitchen metrics. | |
| smoke_extraction_system | 1 dossier | Boolean indicating presence of RWA (Rook- en Warmteafvoer) or mechanical smoke extraction system | RWA systems are costly installations (€50,000-€200,000+ depending on building size) required for large public/institutional buildings. Their presence indicates regulatory compliance infrastructure adding to reconstruction cost. | |
| nursing_station_count | 1 dossier | Number of nursing/care stations in the building | Nursing stations require specialized fit-out including medication storage, call system integration, monitoring equipment, and specific spatial requirements. Each station adds meaningful reconstruction cost. | |
| accessibility_level | 1 dossier | Score (0-3): 0=standard, 1=partially accessible, 2=fully accessible, 3=medical/care grade accessible | Buildings designed for elderly or disabled residents require significantly more expensive construction: wider doorways, reinforced walls for grab bars, roll-in showers, lowered fixtures, turning radius space. This systematically increases reconstruction cost per m². | |
| high_voltage_infrastructure | 1 dossier | Boolean or value (euros) indicating presence of high voltage electrical cabin/infrastructure | High voltage cabins (cabines haute tension) represent specialized infrastructure costing €80,000-€150,000+. Presence indicates large institutional buildings with significant power demands. | |
| professional_kitchen_value_eur | 1 dossier | Replacement value of professional kitchen equipment in euros | Professional kitchens in care facilities, hotels, or restaurants represent major cost items (€100,000-€500,000+). Standard kitchen_sqm and appliance_count QQPs do not capture the cost differential of commercial vs residential kitchens. | |
| is_care_facility | 1 dossier | Boolean indicating whether the building is a residential care centre, nursing home, or similar regulated care facility | Care facilities have significantly different and higher reconstruction costs than standard residential due to: accessible bathroom requirements, nursing station infrastructure, fire compartmentalization, wide corridors, medical gas systems, call systems, specialized HVAC. This building type modifier is critical for accurate cost estimation. | |
| lift_total_value_eur | 1 dossier | Total insured or replacement value of lift installations in euros | When insurance documents specify lift values, this provides a direct quality and complexity indicator beyond just lift count. | |
| has_animal_facilities | 1 dossier | Boolean: whether the property includes purpose-built animal facilities (stables, horse boxes, dog kennels, hay storage) | Purpose-built animal facilities (dedicated dog kennel with labeled space, horse stable, hay storage) indicate rural estate properties with higher land and construction investment, often correlating with premium overall finishing | |
| basement_finish_level | 1 dossier | 0=no basement, 1=basic unfinished concrete, 2=waterproofed, 3=waterproofed + floor heating provision + drainage, 4=fully finished habitable basement | Basement finishing investment (waterproofing, floor heating preparation, drainage infrastructure) signals overall quality investment. This property scores 3. | |
| mechanical_ventilation_type | 1 dossier | 0=none, 1=natural only, 2=mechanical extraction (system C), 3=balanced with heat recovery (system D/D+) | Balanced mechanical ventilation (system D+) represents a significant investment (~8,000-15,000 EUR for a house of this size) and is strongly associated with high-quality construction | |
| number_of_buildings_on_plot | 1 dossier | Count of distinct buildings reconstructed as part of the same insured property | Multiple buildings (main house + outbuilding + workshop as here) dramatically increase total reconstruction cost and complexity. Single coefficient may not adequately capture the mixed-use nature. | |
| rainwater_system_complexity | 1 dossier | Score reflecting sophistication of rainwater harvesting: 0=none, 1=simple tank, 2=tank+infiltration, 3=tank+multiple infiltration pits+reuse circuits for toilets/garden | Elaborate rainwater systems (this property has 10,000L tank + 4x3,000L infiltration pits + toilet reuse) are a strong proxy for investment in infrastructure quality and environmental awareness typical of higher-finish builds | |
| is_mixed_use | 1 dossier | Boolean indicating whether the building contains both residential and commercial/office use | Mixed-use buildings often have higher construction standards due to commercial requirements (fire compartmentalization, separate entrances, accessibility), which inflates reconstruction cost per m² compared to pure residential. This building shows EI130 fire doors, fire detection systems, and professional-grade compartmentalization driven by the office use. | |
| commercial_to_residential_ratio | 1 dossier | Ratio of commercial/office floor area to total gross floor area | In mixed-use buildings, the proportion of commercial space affects finishing coefficient since commercial spaces often require more expensive technical installations (HVAC, fire safety, accessibility compliance, professional-grade flooring and lighting) than standard residential. | |
| loggia_sqm | 1 dossier | Area of covered loggia (partially enclosed outdoor space) in m² | Loggias are architecturally more complex and expensive than simple balconies due to their structural integration. A dedicated loggia indicates architectural quality and spatial generosity beyond standard terrace provision. | |
| airlock_count | 1 dossier | Number of fire compartment airlocks (SAS) present | Fire airlocks (SAS) with certified fire doors are expensive construction elements that significantly increase cost. Their presence indicates compliance with commercial fire safety regulations and premium construction standards. | |
| separate_staff_facilities | 1 dossier | Boolean indicating whether the building has dedicated staff facilities (separate entrance, canteen, changing rooms, print room) | Presence of dedicated staff facilities in a mixed-use building indicates a professional-grade commercial build with higher specification requirements. This building has staff entrance, canteen, vestiaire, and print room. | |
| total_office_sqm | 1 dossier | Total dedicated office/commercial floor area (m²) | Commercial office spaces require specific technical installations (structured cabling, HVAC, fire systems, accessibility) that increase reconstruction cost per m² beyond standard residential rates. | |
| conversion_type | 1 dossier | Type of building conversion if applicable: 0=no conversion, 1=minor renovation, 2=major renovation, 3=full repurpose (e.g., barn to office/residential) | Converting a barn to professional office and residential space requires significant structural and finishing investment. Repurposed buildings often incorporate both heritage character and modern high-spec finishing, affecting reconstruction cost. | |
| mezzanine_sqm | 1 dossier | Area of mezzanine level if present (m²) | Mezzanines require double-height spaces, structural engineering, and create architectural complexity that correlates with higher construction quality and finishing level. They also indicate spatial generosity. | |
| designer_lighting_brand_count | 1 dossier | Number of named/branded luxury lighting fixtures specified (e.g., Louis Poulsen, Artemide, Flos, Bocci) | Named designer lighting brands are a strong proxy for overall interior finishing budget and luxury level. A project specifying Louis Poulsen VL45 pendants is in a different cost category than one with generic track lighting. | |
| interior_architect_specified | 1 dossier | Boolean indicating whether an interior architect (as distinct from architect) was involved in the design | Projects with dedicated interior architects typically have higher finishing budgets and more attention to detail in material selection, custom furniture, and spatial quality — correlating with higher reconstruction costs. | |
| dedicated_photo_studio | 1 dossier | Boolean indicating presence of a dedicated photography or media studio space | A dedicated photo studio indicates a high-end retail or creative business with premium fit-out requirements — controlled lighting, neutral finishes, high ceiling, professional infrastructure. | |
| fire_suppression_present | 1 dossier | Boolean indicating whether a full sprinkler/fire suppression system is installed | Full sprinkler systems are a significant cost item ($15-40/m²) and are typically only required or chosen in larger, higher-value commercial or multi-unit residential buildings. | |
| structural_intervention_count | 1 dossier | Number of significant structural interventions noted (steel beams, load-bearing changes, floor openings, underpinning) | Each structural intervention (HEB/HEA beam insertion, slab openings, anti-ram-raid floor raises) adds substantial cost. Higher counts correlate strongly with total reconstruction cost. | |
| casco_ratio | 1 dossier | Ratio of unfinished/casco floor area to total gross floor area | Buildings with significant casco/shell areas have lower effective finishing costs. This ratio allows the model to discount the finishing coefficient proportionally when large portions are unfinished. | |
| commercial_kitchen_grade | 1 dossier | Ordinal score (0=none, 1=basic, 2=standard commercial, 3=professional/high-end) for the quality and completeness of commercial kitchen installations | Professional commercial kitchens (with industrial ventilation, oil management systems, professional equipment suites) represent very high reconstruction costs and are not captured by residential kitchen_appliance_count. | |
| elevator_present | 1 dossier | Boolean indicating presence of an elevator/lift installation | Elevator installation is a discrete high-cost item (€30,000-€80,000+) that is a strong luxury/comfort indicator for both residential and commercial buildings. The €45,000 valuation in this dossier confirms its materiality. | |
| conservatory_sqm | 1 dossier | Area in m² of attached glass conservatory or orangerie structure | Conservatories/orangeries have a different and often higher cost-per-m² than standard construction due to specialist glazing, thermal systems, and structural complexity. They are a quality indicator not captured by standard area QQPs. | |
| commercial_use_type | 1 dossier | Categorical: residential / retail / restaurant-horeca / office / industrial / mixed | Commercial use type fundamentally changes the reconstruction cost profile. Restaurant/horeca has very high fit-out costs (kitchen, ventilation, fire suppression, sanitary groups) vs. office or retail. | |
| bar_installation_present | 1 dossier | Boolean indicating presence of a professional bar installation | Bar installations in restaurants/cafes represent significant fixed investment (counters, beer taps, refrigeration, glassware storage) and are a cost indicator for horeca reconstruction. | |
| elevator_count | 1 dossier | Number of elevator/lift installations in the building | Elevators are high-cost fixed installations (€30,000-80,000+ each). More elevators indicate larger/higher-spec buildings. Particularly relevant for multi-family, care, and commercial buildings. | |
| building_age_at_valuation | 1 dossier | Age of building in years at time of valuation | Newer buildings (post-2010) typically incorporate higher insulation standards (EPB/PEB), better technical installations, and modern construction methods that increase reconstruction cost per m². | |
| renewable_energy_value_eur | 1 dossier | Total value in EUR of renewable energy installations (solar panels, heat pumps, geothermal, etc.) | Directly represents reconstruction cost of energy systems. More precise than just panel count as it captures both quantity and system value. | |
| accessible_design_score | 1 dossier | Score (0-5) for universal accessibility features: wheelchair-accessible bathrooms, ramps, wide corridors (>1.5m), automatic doors, tactile floor indicators | Accessibility features add construction cost and are mandatory for certain building types. They also indicate institutional/care building type which has different cost profiles. | |
| resident_room_count | 1 dossier | Number of independent dwelling units or resident rooms in a multi-unit building | For care homes, apartments, and other multi-unit buildings, the number of self-contained units drives both area and cost in ways that bedroom_count alone doesn't capture for residential use. | |
| electrical_installation_complexity | 1 dossier | Score based on electrical complexity: high-voltage cabin (+3), three-phase installation (+2), solar panels (+1), building automation system (+2), emergency generator (+2) | Complex electrical infrastructure significantly increases reconstruction costs and indicates higher building specification. | |
| fire_safety_installation_density | 1 dossier | Score (0-5) based on presence and density of fire safety systems: sprinklers, hose reels, extinguishers, RWA smoke ventilation, fire alarm system, emergency lighting | Higher fire safety installations indicate regulatory compliance investment and typically correlate with institutional/commercial building quality and total building cost. | |
| professional_kitchen_present | 1 dossier | Boolean: whether a professional/commercial kitchen installation is present | Professional kitchens with cold rooms, commercial equipment, ventilation systems add €50,000-200,000+ to reconstruction cost and indicate high-spec commercial/institutional use. | |
| is_institutional_building | 1 dossier | Boolean: whether the building is an institutional/non-residential purpose (care home, school, office, etc.) | Institutional buildings have fundamentally different cost structures than residential buildings - different finishing standards, regulatory requirements, equipment loads, and reconstruction methodologies. Current QQPs are designed for residential use. | |
| has_dog_kennel_integrated | 1 dossier | Boolean: whether an integrated/built-in animal accommodation is present within the building envelope | An integrated dog kennel (as seen here with Hondenhok Mollie on two floors) is a bespoke feature indicating custom design and owner-specific luxury customization, suggesting premium finishing orientation. | |
| agricultural_conversion | 1 dossier | Boolean: whether the building is a conversion of an agricultural structure (farm, barn, cowshed) | Agricultural conversions often retain high-quality structural elements (thick walls, large spans) while adding premium residential finishes. They tend to have higher reconstruction costs due to the complexity of mixing structural types. | |
| basement_to_livable_ratio | 1 dossier | Basement area divided by total livable area | A large waterproof basement relative to living area indicates significant structural investment. Waterproofed basements with technical infrastructure (floor heating, drainage) cost significantly more than simple storage cellars. | |
| building_count | 1 dossier | Number of distinct buildings/structures on the same plot | Multiple buildings on one plot indicate either a large estate or a converted farmstead. This affects reconstruction cost calculation methodology and finishing assessment complexity. | |
| ventilation_system_type | 1 dossier | Type of ventilation: 0=natural only, 1=system A/B, 2=system C, 3=system D (balanced with heat recovery), 4=system D+ with premium units | Mechanical ventilation system type correlates strongly with construction quality and finishing level. System D+ with dedicated units per room indicates premium construction standards. | |
| mixed_use_utility_ratio | 1 dossier | Ratio of non-residential/utility/agricultural floor area to total gross floor area | When a property contains large workshops, barns, or agricultural storage, reconstruction cost per livable m² is distorted. A high ratio indicates the average finishing coefficient should be moderated downward as utility spaces cost less per m² than finished living space. | |
| fire_safety_specification_level | 1 dossier | Score based on fire safety installations: EI30/60/90/120/130 doors, automatic detection, sprinklers, emergency lighting, central monitoring | Higher fire safety specifications (EI130 vs EI30 doors, automatic detection systems, central monitoring) indicate significant additional construction cost and are often found in luxury or mixed-use buildings. | |
| dressing_to_bedroom_ratio | 1 dossier | Number of dressing rooms divided by number of bedrooms | Dedicated dressing rooms indicate luxury finishing. A ratio > 0.25 strongly suggests premium residential build. | |
| compartment_count | 1 dossier | Number of distinct fire or functional compartments in the building | Multiple fire compartments (here 3+ compartments with EI130 airlocks) indicate complex construction requirements and higher cost per m². | |
| architect_designed | 1 dossier | Boolean: whether building was designed by a named architecture firm (vs. standard developer plan) | Architect-designed buildings (here ANTA architecten BV) typically have higher finishing levels, more bespoke details, and greater complexity than standard developer builds, correlating with higher reconstruction cost. | |
| skylight_count | 1 dossier | Number of skylights or roof windows (e.g. VELUX) present | Skylights add construction complexity and cost. VELUX roof windows in bathrooms are a comfort/luxury feature. Multiple skylights indicate premium roof finishing. | |
| double_height_space_sqm | 1 dossier | Area of rooms with double-height or volume ceiling (m²) | Double-height spaces are expensive to build (more wall surface, structural complexity, heating volume) and are a clear luxury indicator. The mezzanine open to below implies a significant double-height zone. | |
| mezzanine_present | 1 dossier | Boolean: whether a mezzanine level is present in the building | Mezzanines require complex structural design, double-height spaces, and open stair/railing systems. Their presence strongly correlates with architectural ambition and premium finishing. | |
| office_to_residential_ratio | 1 dossier | Ratio of dedicated office/professional floor area to total residential floor area | Mixed-use buildings with significant professional office space integrated into a residential property indicate higher construction complexity and cost. Fire compartmentalization, separate entrances, and professional-grade installations all increase reconstruction cost significantly. | |
| reconstruction_value_per_sqm | 1 dossier | Known or estimated reconstruction value divided by total gross m² in €/m² | Direct financial metric from valuation reports. In this case €1,818,000 / 652m² gross = €2,788/m² incl. VAT, which is a direct benchmark for the finishing coefficient calibration. | |
| professional_specialist_spaces | 1 dossier | Count of specialized professional spaces (photo studio, recording studio, medical room, lab, etc.) requiring above-standard technical fit-out | Specialist spaces (like the photo studio in this building) require dedicated power, lighting infrastructure, and acoustic/technical provisions that increase per-m² cost significantly. | |
| structural_intervention_type | 1 dossier | Categorical: none, minor (partition changes), moderate (load-bearing modifications), major (steel frame insertion, floor plate openings) | Major structural interventions (HEA/HEB steel beam insertion as seen here) add significant cost beyond standard finishing and correlate with ambitious architectural programs. | |
| named_brand_fixture_count | 1 dossier | Count of explicitly named luxury or design brand fixtures/fittings visible on plan or in specifications (lighting, sanitary, kitchen brands) | Presence of named design brands (Louis Poulsen, Bulthaup, Vola, etc.) is a strong qualitative indicator of premium finishing intent and actual material cost. | |
| ceiling_height_m | 1 dossier | Average ceiling height in meters across main living areas | Higher ceilings (especially in heritage buildings where 3m+ is common) increase reconstruction cost through more wall finishing, larger windows, and structural complexity. Heritage apartments often have 3-4m ceilings. | |
| floor_level | 1 dossier | Floor level of the apartment (0=ground, 1=first floor, etc.) | Higher floor apartments may require more complex access infrastructure. Top-floor apartments often have premium finishes. Ground floor may have garden access. | |
| common_area_share_sqm | 1 dossier | The pro-rata share of common building areas (entrance, stairwell, lift shaft) attributed to this unit in m2 | Common area quality and size contribute to overall reconstruction cost. A 10% share of 180 m2 common areas = 18 m2 that must be finished to building standard. | |
| facade_material_score | 1 dossier | Score 0-5 for facade material quality: 0=render, 1=brick, 2=stone, 3=natural stone, 4=heritage stone, 5=premium heritage/ornamental | Facade material directly impacts reconstruction cost. An 18th-century heritage building with natural stone facade costs far more to reconstruct than a modern brick building. | |
| terrace_quality_score | 1 dossier | Score 0-5 estimating terrace finish quality: paving type, railings, pergola, outdoor kitchen, planters | A large terrace can range from basic concrete slab to premium stone paving with glass railings and outdoor kitchen. The quality of terrace finishing significantly affects reconstruction cost. | |
| lift_present | 1 dossier | Boolean indicating presence of a lift/elevator serving the unit | Lift presence indicates higher-end building infrastructure and correlates with premium apartment buildings. Also directly contributes to common area reconstruction costs. | |
| building_age_category | 1 dossier | Categorical age of the building: modern (post-1990), mid-century (1945-1990), pre-war (1900-1945), historic (pre-1900) | Older buildings, especially pre-1900, have construction methods (masonry, timber frames, stone foundations) that are more expensive to reconstruct than modern equivalents. Age category correlates strongly with reconstruction complexity. | |
| secondary_dwelling_sqm | 1 dossier | Total area of secondary dwelling units (studio, guest house, annexe) on the same property, separate from the main building | The presence of a 112.2m² studio apartment as a separate building significantly increases reconstruction cost and correlates with higher-end properties that have multi-generational or investment-grade facilities | |
| renovation_status | 1 dossier | Categorical indicator of renovation state: original/partial/recent/ongoing | Studio described as 'recently renovated / still in finishing' — renovation status affects current reconstruction value and finishing quality assessment | |
| has_open_carport | 1 dossier | Boolean for open carport (no walls) as distinct from enclosed garage | Differentiates parking typology for more precise cost modeling | |
| has_carport | 1 dossier | Boolean indicating presence of a carport (open covered parking structure, distinct from enclosed garage) | Carport presence indicates covered parking provision; intermediate between no parking and full garage, relevant for cost estimation | |
| building_count_on_plot | 1 dossier | Number of separate insured buildings on the same plot (main house, studio, poolhouse, garage, etc.) | Multiple distinct structures on one plot indicate a larger overall investment and more complex reconstruction scenario, typically associated with higher-end properties | |
| has_ev_charging | 1 dossier | Boolean indicating presence of electric vehicle charging infrastructure | EV charging points are a modern high-spec amenity indicator, correlating with recent construction or high-end renovation and higher finishing levels | |
| commercial_space_sqm | 1 dossier | Area of commercial or professional space integrated into or adjacent to the residential building | Mixed-use properties with commercial space (salon, office, studio) have different construction standards and cost profiles than pure residential; affects overall reconstruction estimate | |
| poolhouse_sqm | 1 dossier | Area in m² of a dedicated poolhouse or pool-adjacent amenity building | A separate poolhouse structure represents premium investment beyond the pool itself and correlates with high finishing levels | |
| has_swimming_pool | 1 dossier | Boolean indicating presence of a swimming pool (outdoor or indoor) on the property | Swimming pool is a strong luxury indicator that significantly increases reconstruction and insurance value; distinct from poolhouse/wellness room | |
| mixed_use_ratio | 1 dossier | Ratio of commercial/professional space to total building area | Mixed-use properties (residential + office/atelier) have different finishing standards for different zones. A high commercial ratio (248/873 = 0.28 here) indicates the building has zones with commercial-grade finishing rather than residential luxury finishing. | |
| is_agricultural_heritage | 1 dossier | Boolean: property is a converted or active agricultural heritage building (hoeve, boerderij, vierkantshoeve) | Agricultural heritage buildings have specific reconstruction cost profiles different from standard villas: thick masonry walls, complex rooflines, mixed-use spaces, potential heritage protection requirements all affect reconstruction cost. | |
| courtyard_sqm | 1 dossier | Area of enclosed or semi-enclosed courtyard (binnenkoer) within building footprint | Presence of a binnenkoer (inner courtyard) in vierkantshoeve properties adds reconstruction cost due to complex roofline, drainage, and enclosed outdoor space management. | |
| building_age_at_renovation | 1 dossier | Age of building at time of last major renovation (years from construction to renovation) | Buildings renovated long after construction (like this 1830 farmhouse renovated in 1992 = 162 years) often have constrained finishing upgrades due to heritage/structural limitations, correlating with standard rather than luxury finishes. | |
| utility_to_livable_ratio | 1 dossier | Ratio of utility/storage/agricultural space (m²) to total livable residential space (m²) | Large utility ratios indicate agricultural or working properties rather than luxury residential finishes. A high utility_to_livable_ratio (like 205/340 = 0.60 here) suggests the property serves functional rather than luxury purposes, which correlates with lower finishing levels. | |
| renewable_energy_sqm_or_count | 1 dossier | Number of solar panels or kWp of renewable energy installation as immovable fixture | Solar installations as immovable property add to reconstruction value. Larger installations indicate higher investment level and environmental finishing standard. | |
| has_changing_rooms | 1 dossier | Presence of dedicated staff changing rooms with lockers/showers | Required in food processing and industrial environments, adds cost through wet room finishing, locker installation, and regulatory compliance requirements. | |
| building_purpose_code | 1 dossier | Coded building purpose: 0=residential, 1=office, 2=retail, 3=industrial/warehouse, 4=food processing/catering, 5=healthcare, 6=hospitality | Building purpose strongly determines applicable cost multipliers. Food processing and healthcare buildings have much higher per-m² costs than standard office or residential. | |
| ventilation_complexity_score | 1 dossier | Score for complexity of ventilation/extraction systems (0=none, 1=basic HVAC, 2=industrial extraction, 3=full industrial with make-up air) | Industrial extraction systems (especially for catering) are expensive to install and maintain. More complex = higher reconstruction cost. | |
| electrical_capacity_indicator | 1 dossier | Presence of high-voltage cabin or industrial electrical infrastructure | High-voltage installations indicate significant power infrastructure investment, correlating with higher technical specification and construction cost. | |
| industrial_floor_treatment_sqm | 1 dossier | Area with specialized floor treatment (epoxy, liquid-tight, chemical resistant, food-grade) | Specialized floor treatments add significant cost per m² compared to standard screeding. In industrial/food buildings this can cover the entire floor area. | |
| refrigeration_unit_count | 1 dossier | Number of distinct refrigeration/cold storage units or rooms | Each refrigeration room/unit represents significant additional construction and equipment cost. In catering/food industry buildings this is a primary cost driver. | |
| has_professional_kitchen | 1 dossier | Presence of a professional/commercial grade kitchen installation | Professional kitchens represent very high per-m² construction cost due to specialized floors, ventilation, refrigeration, fire suppression, and utility connections. This is a strong cost driver not captured by residential kitchen QQPs. | |
| cold_room_count | 1 dossier | Number of dedicated cold/refrigerated rooms (koeling, snelkoeling, diepvries) | Each cold room requires expensive insulated panels, refrigeration compressors, and specialized installation. High correlation with reconstruction cost in commercial food buildings. | |
| professional_kitchen_sqm | 1 dossier | Total area dedicated to professional/commercial kitchen operations | Professional kitchens cost 3-5x more per m² than standard construction due to HACCP-compliant flooring, drainage, ventilation hoods, industrial equipment bases and utilities. | |
| cold_room_total_sqm | 1 dossier | Total area of cold/refrigerated rooms in m² | Cold room construction costs €800-1500/m² for panels + refrigeration. Total cold room area is a strong cost driver in catering and food industry buildings. | |
| office_to_production_ratio | 1 dossier | Ratio of office/administrative space to total production/industrial space | Higher office ratio relative to production indicates more investment in administrative infrastructure and potentially higher-end office fitout — affects blended cost per m². | |
| covered_loading_area_sqm | 1 dossier | Area of covered loading/unloading zones (overkapping, laadperron) | Covered loading areas with structural canopies represent significant construction investment and are standard in logistics/catering facilities. | |
| staff_facility_score | 1 dossier | Score for staff welfare facilities: changing rooms (+1), lockers (+1), separate toilets M/F (+2), canteen (+2), showers (+1) | Extent of staff facilities indicates building program complexity and compliance level. In Belgium, staff facilities are legally required above certain headcounts, and their extent reflects operational scale. | |
| industrial_ventilation_zones | 1 dossier | Number of separate HVAC/ventilation zones (especially extraction hoods in professional kitchens) | Industrial extraction and ventilation systems for catering kitchens are extremely costly (€15,000-50,000 per zone). Correlates strongly with reconstruction cost in commercial buildings. | |
| has_hvls_electrical_substation | 1 dossier | Presence of high-voltage electrical substation or cabine on premises | High-voltage substations represent €50,000-150,000 investment and indicate buildings with very high power demand — correlates strongly with specialized/industrial reconstruction cost. | |
| ceiling_height_indicators | 1 dossier | Presence of high ceilings or double-height spaces | Higher ceilings typically indicate higher-end construction and finishing | |
| window_to_wall_ratio | 1 dossier | Proportion of facade that is glazed | Generous glazing often correlates with higher-end architecture and better finishes |
Model versions
History of weight calibration runs. The latest version is used for re-evaluating dossiers.
v22Active5 dossiers · 21/05/2026MAE 0.059RMSE 0.066R² 0.9345 predictions
Ridge regression (λ=1) from 5 dossiers. MAE=0.059, R²=0.934.
v2124 dossiers · 20/05/2026MAE 1.014RMSE 1.188R² -0.90214 predictions
Auto-calibrated from 24 dossiers. 34 QQPs calibrated.
v2024 dossiers · 20/05/2026MAE 1.014RMSE 1.188R² -0.90214 predictions
Auto-calibrated from 24 dossiers. 34 QQPs calibrated.
v1923 dossiers · 20/05/2026MAE 1.014RMSE 1.188R² -0.90214 predictions
Auto-calibrated from 23 dossiers. 34 QQPs calibrated.
v1824 dossiers · 20/05/2026MAE 1.014RMSE 1.188R² -0.90214 predictions
Auto-calibrated from 24 dossiers. 34 QQPs calibrated.
v1724 dossiers · 20/05/2026MAE 1.014RMSE 1.188R² -0.90214 predictions
Auto-calibrated from 24 dossiers. 34 QQPs calibrated.
v1624 dossiers · 20/05/2026MAE 1.014RMSE 1.188R² -0.90214 predictions
Auto-calibrated from 24 dossiers. 34 QQPs calibrated.
v1522 dossiers · 20/05/2026MAE 1.058RMSE 1.227R² -1.25013 predictions
Auto-calibrated from 22 dossiers. 34 QQPs calibrated.
v1422 dossiers · 20/05/2026MAE 1.058RMSE 1.227R² -1.25013 predictions
Auto-calibrated from 22 dossiers. 34 QQPs calibrated.
v1321 dossiers · 20/05/2026MAE 1.142RMSE 1.277R² -1.48212 predictions
Auto-calibrated from 21 dossiers. 34 QQPs calibrated.