# SHL Assessment Recommendation Engine - HuggingFace Spaces with Gradio UI
# 2-Stage RAG Pipeline: SBERT + Cross-Encoder Reranking
# 389 Individual Test Solutions from SHL Catalog
import json
import math
import os
import numpy as np
import gradio as gr
from dataclasses import dataclass
from typing import List, Optional, Dict, Any
from sentence_transformers import CrossEncoder, SentenceTransformer
import faiss
# ============================================================================
# ASSESSMENT DATA - 389 SHL Assessments
# ============================================================================
SHL_ASSESSMENTS = [
{
"name": "Account Manager Solution",
"url": "https://www.shl.com/products/product-catalog/view/account-manager-solution",
"category": "Individual Test Solutions",
"job_levels": [
"Graduate",
"Professional",
"Manager",
"Executive"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "Administrative Professional - Short Form",
"url": "https://www.shl.com/products/product-catalog/view/administrative-professional-short-form",
"category": "Individual Test Solutions",
"job_levels": [
"Entry Level",
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Customer Service",
"Sales",
"Programming",
"Administration"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "Agency Manager Solution",
"url": "https://www.shl.com/products/product-catalog/view/agency-manager-solution",
"category": "Individual Test Solutions",
"job_levels": [
"Graduate",
"Professional",
"Manager",
"Supervisor"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Banking",
"Retail"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "Apprentice + 8.0 Job Focused Assessment",
"url": "https://www.shl.com/products/product-catalog/view/apprentice-8-0-job-focused-assessment-4261",
"category": "Individual Test Solutions",
"job_levels": [
"Entry Level",
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": True
},
{
"name": "Apprentice 8.0 Job Focused Assessment",
"url": "https://www.shl.com/products/product-catalog/view/apprentice-8-0-job-focused-assessment",
"category": "Individual Test Solutions",
"job_levels": [
"Entry Level",
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": True
},
{
"name": "Bank Administrative Assistant - Short Form",
"url": "https://www.shl.com/products/product-catalog/view/bank-administrative-assistant-short-form",
"category": "Individual Test Solutions",
"job_levels": [
"Entry Level",
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Administration",
"Retail"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "Bank Collections Agent - Short Form",
"url": "https://www.shl.com/products/product-catalog/view/bank-collections-agent-short-form",
"category": "Individual Test Solutions",
"job_levels": [
"Entry Level",
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Numerical",
"Banking"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "Bank Operations Supervisor - Short Form",
"url": "https://www.shl.com/products/product-catalog/view/bank-operations-supervisor-short-form",
"category": "Individual Test Solutions",
"job_levels": [
"Entry Level",
"Graduate",
"Professional",
"Manager",
"Supervisor"
],
"focus_areas": [
"Leadership",
"Customer Service",
"Sales",
"Programming",
"Retail"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "Bilingual Spanish Reservation Agent Solution",
"url": "https://www.shl.com/products/product-catalog/view/bilingual-spanish-reservation-agent-solution",
"category": "Individual Test Solutions",
"job_levels": [
"Entry Level",
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Customer Service",
"Sales",
"Programming",
"Hospitality"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "Bookkeeping, Accounting, Auditing Clerk Short Form",
"url": "https://www.shl.com/products/product-catalog/view/bookkeeping-accounting-auditing-clerk-short-form",
"category": "Individual Test Solutions",
"job_levels": [
"Entry Level",
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Numerical",
"Banking"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "Branch Manager - Short Form",
"url": "https://www.shl.com/products/product-catalog/view/branch-manager-short-form",
"category": "Individual Test Solutions",
"job_levels": [
"Graduate",
"Professional",
"Manager",
"Supervisor"
],
"focus_areas": [
"Leadership",
"Problem Solving",
"Sales",
"Programming",
"Banking"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "Cashier Solution",
"url": "https://www.shl.com/products/product-catalog/view/cashier-solution",
"category": "Individual Test Solutions",
"job_levels": [
"Entry Level",
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Customer Service",
"Sales",
"Programming",
"Retail"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "Global Skills Development Report",
"url": "https://www.shl.com/products/product-catalog/view/global-skills-development-report",
"category": "Individual Test Solutions",
"job_levels": [
"Entry Level",
"Graduate",
"Professional",
"Manager",
"Senior Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": ".NET Framework 4.5",
"url": "https://www.shl.com/products/product-catalog/view/net-framework-4-5",
"category": "Individual Test Solutions",
"job_levels": [
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": ".NET MVC (New)",
"url": "https://www.shl.com/products/product-catalog/view/net-mvc-new",
"category": "Individual Test Solutions",
"job_levels": [
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": ".NET MVVM (New)",
"url": "https://www.shl.com/products/product-catalog/view/net-mvvm-new",
"category": "Individual Test Solutions",
"job_levels": [
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Communication",
"Sales",
"Programming",
"Retail"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": ".NET WCF (New)",
"url": "https://www.shl.com/products/product-catalog/view/net-wcf-new",
"category": "Individual Test Solutions",
"job_levels": [
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": ".NET WPF (New)",
"url": "https://www.shl.com/products/product-catalog/view/net-wpf-new",
"category": "Individual Test Solutions",
"job_levels": [
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": ".NET XAML (New)",
"url": "https://www.shl.com/products/product-catalog/view/net-xaml-new",
"category": "Individual Test Solutions",
"job_levels": [
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "Accounts Payable (New)",
"url": "https://www.shl.com/products/product-catalog/view/accounts-payable-new",
"category": "Individual Test Solutions",
"job_levels": [
"Entry Level",
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "Accounts Payable Simulation (New)",
"url": "https://www.shl.com/products/product-catalog/view/accounts-payable-simulation-new",
"category": "Skills and Simulations",
"job_levels": [
"Entry Level",
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "Accounts Receivable (New)",
"url": "https://www.shl.com/products/product-catalog/view/accounts-receivable-new",
"category": "Individual Test Solutions",
"job_levels": [
"Entry Level",
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "Accounts Receivable Simulation (New)",
"url": "https://www.shl.com/products/product-catalog/view/accounts-receivable-simulation-new",
"category": "Skills and Simulations",
"job_levels": [
"Entry Level",
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "ADO.NET (New)",
"url": "https://www.shl.com/products/product-catalog/view/ado-net-new",
"category": "Individual Test Solutions",
"job_levels": [
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "Adobe Experience Manager (New)",
"url": "https://www.shl.com/products/product-catalog/view/adobe-experience-manager-new",
"category": "Individual Test Solutions",
"job_levels": [
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "Adobe Photoshop CC",
"url": "https://www.shl.com/products/product-catalog/view/adobe-photoshop-cc",
"category": "Individual Test Solutions",
"job_levels": [
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "Aeronautical Engineering (New)",
"url": "https://www.shl.com/products/product-catalog/view/aeronautical-engineering-new",
"category": "Individual Test Solutions",
"job_levels": [
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "Aerospace Engineering (New)",
"url": "https://www.shl.com/products/product-catalog/view/aerospace-engineering-new",
"category": "Individual Test Solutions",
"job_levels": [
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "Agile Software Development",
"url": "https://www.shl.com/products/product-catalog/view/agile-software-development",
"category": "Individual Test Solutions",
"job_levels": [
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": 7,
"remote_testing": True,
"adaptive": False
},
{
"name": "Agile Testing (New)",
"url": "https://www.shl.com/products/product-catalog/view/agile-testing-new",
"category": "Individual Test Solutions",
"job_levels": [
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "AI Skills",
"url": "https://www.shl.com/products/product-catalog/view/ai-skills",
"category": "Individual Test Solutions",
"job_levels": [
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "Amazon Web Services (AWS) Development (New)",
"url": "https://www.shl.com/products/product-catalog/view/amazon-web-services-aws-development-new",
"category": "Individual Test Solutions",
"job_levels": [
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "Android Development (New)",
"url": "https://www.shl.com/products/product-catalog/view/android-development-new",
"category": "Individual Test Solutions",
"job_levels": [
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "Angular 6 (New)",
"url": "https://www.shl.com/products/product-catalog/view/angular-6-new",
"category": "Individual Test Solutions",
"job_levels": [
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "AngularJS (New)",
"url": "https://www.shl.com/products/product-catalog/view/angularjs-new",
"category": "Individual Test Solutions",
"job_levels": [
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "Apache Hadoop (New)",
"url": "https://www.shl.com/products/product-catalog/view/apache-hadoop-new",
"category": "Individual Test Solutions",
"job_levels": [
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "Apache Hadoop Extensions (New)",
"url": "https://www.shl.com/products/product-catalog/view/apache-hadoop-extensions-new",
"category": "Individual Test Solutions",
"job_levels": [
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "Apache HBase (New)",
"url": "https://www.shl.com/products/product-catalog/view/apache-hbase-new",
"category": "Individual Test Solutions",
"job_levels": [
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Administration",
"Retail"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "Apache Hive (New)",
"url": "https://www.shl.com/products/product-catalog/view/apache-hive-new",
"category": "Individual Test Solutions",
"job_levels": [
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "Apache Kafka (New)",
"url": "https://www.shl.com/products/product-catalog/view/apache-kafka-new",
"category": "Individual Test Solutions",
"job_levels": [
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "Apache Pig (New)",
"url": "https://www.shl.com/products/product-catalog/view/apache-pig-new",
"category": "Individual Test Solutions",
"job_levels": [
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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],
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{
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{
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{
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"category": "Cognitive Assessments",
"job_levels": [
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "Verify Interactive G+ Candidate Report",
"url": "https://www.shl.com/products/product-catalog/view/verify-interactive-g-candidate-report",
"category": "Cognitive Assessments",
"job_levels": [
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "Verify Interactive G+ Report",
"url": "https://www.shl.com/products/product-catalog/view/verify-interactive-g-report",
"category": "Cognitive Assessments",
"job_levels": [
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "Verify Interactive Process Monitoring",
"url": "https://www.shl.com/products/product-catalog/view/verify-interactive-process-monitoring",
"category": "Cognitive Assessments",
"job_levels": [
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "Virtual Assessment and Development Centers",
"url": "https://www.shl.com/products/product-catalog/view/virtual-assessment-and-development-centers",
"category": "Individual Test Solutions",
"job_levels": [
"Entry Level",
"Graduate",
"Professional",
"Manager",
"Senior Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Administration",
"Retail"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "Visual Basic for Applications (New)",
"url": "https://www.shl.com/products/product-catalog/view/visual-basic-for-applications-new",
"category": "Individual Test Solutions",
"job_levels": [
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "Visual Comparison - UK",
"url": "https://www.shl.com/products/product-catalog/view/visual-comparison-uk",
"category": "Individual Test Solutions",
"job_levels": [
"Entry Level",
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "Visual Comparison - US",
"url": "https://www.shl.com/products/product-catalog/view/visual-comparison-us",
"category": "Individual Test Solutions",
"job_levels": [
"Entry Level",
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "VLSI and Embedded Systems (New)",
"url": "https://www.shl.com/products/product-catalog/view/vlsi-and-embedded-systems-new",
"category": "Individual Test Solutions",
"job_levels": [
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "What Is The Value - US",
"url": "https://www.shl.com/products/product-catalog/view/what-is-the-value-us",
"category": "Individual Test Solutions",
"job_levels": [
"Entry Level",
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "Workplace Administration Skills (New)",
"url": "https://www.shl.com/products/product-catalog/view/workplace-administration-skills-new",
"category": "Individual Test Solutions",
"job_levels": [
"Graduate",
"Professional",
"Manager",
"Supervisor"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Administration",
"Retail"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "Workplace Health and Safety (New)",
"url": "https://www.shl.com/products/product-catalog/view/workplace-health-and-safety-new",
"category": "Individual Test Solutions",
"job_levels": [
"Entry Level",
"Graduate",
"Professional",
"Manager",
"Supervisor"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "WriteX - Email Writing (Customer Service) (New)",
"url": "https://www.shl.com/products/product-catalog/view/writex-email-writing-customer-service-new",
"category": "Individual Test Solutions",
"job_levels": [
"Entry Level",
"Graduate",
"Professional",
"Manager",
"Supervisor"
],
"focus_areas": [
"Leadership",
"Customer Service",
"Sales",
"Programming",
"Retail"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "WriteX - Email Writing (Managerial) (New)",
"url": "https://www.shl.com/products/product-catalog/view/writex-email-writing-managerial-new",
"category": "Individual Test Solutions",
"job_levels": [
"Entry Level",
"Graduate",
"Professional",
"Manager",
"Supervisor"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "WriteX - Email Writing (Sales) (New)",
"url": "https://www.shl.com/products/product-catalog/view/writex-email-writing-sales-new",
"category": "Individual Test Solutions",
"job_levels": [
"Entry Level",
"Graduate",
"Professional",
"Manager",
"Supervisor"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "Written English v1",
"url": "https://www.shl.com/products/product-catalog/view/written-english-v1",
"category": "Individual Test Solutions",
"job_levels": [
"Entry Level",
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "Written Spanish",
"url": "https://www.shl.com/products/product-catalog/view/written-spanish",
"category": "Individual Test Solutions",
"job_levels": [
"Entry Level",
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "Zabbix (New)",
"url": "https://www.shl.com/products/product-catalog/view/zabbix-new",
"category": "Individual Test Solutions",
"job_levels": [
"Graduate",
"Professional",
"Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Administration",
"Retail"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "360 Digital Report",
"url": "https://www.shl.com/products/product-catalog/view/360-digital-report",
"category": "Individual Test Solutions",
"job_levels": [
"Entry Level",
"Graduate",
"Professional",
"Manager",
"Senior Manager"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
},
{
"name": "360\u00b0 Multi-Rater Feedback System (MFS)",
"url": "https://www.shl.com/products/product-catalog/view/360-multi-rater-feedback-system-mfs",
"category": "Individual Test Solutions",
"job_levels": [
"Graduate",
"Professional",
"Manager",
"Senior Manager",
"Executive"
],
"focus_areas": [
"Leadership",
"Sales",
"Programming",
"Retail",
"Technical"
],
"test_type": [
"Cognitive",
"Behavioral",
"Personality",
"Skills",
"Technical"
],
"duration_minutes": None,
"remote_testing": True,
"adaptive": False
}
]
# ============================================================================
# ASSESSMENT DATA CLASS
# ============================================================================
@dataclass
class Assessment:
name: str
url: str
category: str
job_levels: List[str]
focus_areas: List[str]
test_type: List[str]
duration_minutes: Optional[int]
remote_testing: bool
adaptive: bool
def to_text(self) -> str:
"""Convert assessment to searchable text"""
parts = [
f"Assessment: {self.name}",
f"Category: {self.category}",
f"Job Levels: {', '.join(self.job_levels)}",
f"Focus Areas: {', '.join(self.focus_areas)}",
f"Test Types: {', '.join(self.test_type)}"
]
if self.duration_minutes:
parts.append(f"Duration: {self.duration_minutes} minutes")
return ". ".join(parts)
def to_dict(self) -> Dict[str, Any]:
"""Return dict matching SHL API specification format"""
return {
"url": self.url,
"name": self.name,
"adaptive_support": "Yes" if self.adaptive else "No",
"description": f"{self.name} assessment covering {', '.join(self.focus_areas[:3])}. Suitable for {', '.join(self.job_levels[:2])} positions.",
"duration": self.duration_minutes if self.duration_minutes else 0,
"remote_support": "Yes" if self.remote_testing else "No",
"test_type": self.test_type
}
def to_dict_full(self) -> Dict[str, Any]:
"""Return full dict for Gradio UI display"""
return {
"name": self.name,
"url": self.url,
"category": self.category,
"job_levels": self.job_levels,
"focus_areas": self.focus_areas,
"test_type": self.test_type,
"duration_minutes": self.duration_minutes,
"remote_testing": self.remote_testing,
"adaptive": self.adaptive
}
# ============================================================================
# RECOMMENDATION ENGINE - 2-Stage RAG Pipeline
# ============================================================================
class SHLRecommendationEngine:
"""
AI-Powered Assessment Recommendation Engine
Architecture: 2-Stage Retrieval + Reranking (RAG Pipeline)
1. SBERT (all-MiniLM-L6-v2) - Fast semantic embedding with FAISS index
2. Cross-Encoder Reranking - Accurate pairwise scoring for top candidates
3. Hybrid Scoring - Combines retrieval (30%) and reranking (70%) scores
Pipeline: Query -> SBERT -> FAISS -> Top-K -> Cross-Encoder -> Results
"""
def __init__(self):
print("=" * 60)
print("SHL Assessment Recommendation Engine")
print("=" * 60)
# Load assessments
print(f"Loading {len(SHL_ASSESSMENTS)} SHL assessments...")
self.assessments = []
for d in SHL_ASSESSMENTS:
# Handle missing fields gracefully
self.assessments.append(Assessment(
name=d.get('name', ''),
url=d.get('url', ''),
category=d.get('category', 'Individual Test Solutions'),
job_levels=d.get('job_levels', ['Professional']),
focus_areas=d.get('focus_areas', ['General'])[:5],
test_type=d.get('test_type', ['Behavioral']),
duration_minutes=d.get('duration_minutes'),
remote_testing=d.get('remote_testing', True),
adaptive=d.get('adaptive', False)
))
self.texts = [a.to_text() for a in self.assessments]
# Load SBERT retriever
print("Loading SBERT retriever (all-MiniLM-L6-v2)...")
self.retriever = SentenceTransformer('all-MiniLM-L6-v2')
# Load Cross-Encoder reranker
print("Loading Cross-Encoder reranker (ms-marco-MiniLM-L-6-v2)...")
self.reranker = CrossEncoder('cross-encoder/ms-marco-MiniLM-L-6-v2')
# Build FAISS index
print("Building FAISS index...")
embeddings = self.retriever.encode(self.texts, convert_to_numpy=True)
faiss.normalize_L2(embeddings)
self.index = faiss.IndexFlatIP(embeddings.shape[1])
self.index.add(embeddings)
print("=" * 60)
print(f"Engine ready with {len(self.assessments)} assessments!")
print("=" * 60)
def _enhance_query(self, query: str) -> str:
"""Enhance query with detected skills/levels"""
enhancements = []
query_lower = query.lower()
# Detect job levels
if any(w in query_lower for w in ["entry", "junior", "fresh", "graduate"]):
enhancements.append("entry level graduate")
if any(w in query_lower for w in ["manager", "lead", "director", "executive"]):
enhancements.append("manager leadership")
if any(w in query_lower for w in ["senior", "experienced"]):
enhancements.append("senior professional")
# Detect skills
if any(w in query_lower for w in ["code", "program", "develop", "software", "python", "java", ".net", "sql"]):
enhancements.append("software development programming technical coding")
if any(w in query_lower for w in ["sales", "account", "business development"]):
enhancements.append("sales business development")
if any(w in query_lower for w in ["customer", "service", "support"]):
enhancements.append("customer service communication")
if any(w in query_lower for w in ["cognitive", "reasoning", "problem solving", "analytical"]):
enhancements.append("cognitive reasoning analytical aptitude")
if any(w in query_lower for w in ["personality", "behavior", "behavioral"]):
enhancements.append("personality behavioral competencies work style")
if enhancements:
return f"{query} {' '.join(enhancements)}"
return query
def recommend(self, query: str, max_results: int = 10) -> List[Dict[str, Any]]:
"""
Get assessment recommendations using 2-stage RAG pipeline.
Returns spec-compliant format for API.
Stage 1: SBERT + FAISS retrieval (fast, approximate)
Stage 2: Cross-Encoder reranking (accurate, pairwise)
"""
# Enhance query
enhanced_query = self._enhance_query(query)
# Stage 1: SBERT retrieval
q_emb = self.retriever.encode([enhanced_query], convert_to_numpy=True)
faiss.normalize_L2(q_emb)
k = min(max_results * 3, len(self.assessments))
scores, indices = self.index.search(q_emb, k)
# Stage 2: Cross-Encoder reranking
pairs = [[query, self.texts[i]] for i in indices[0]]
rerank_scores = self.reranker.predict(pairs)
# Combine scores (30% retrieval, 70% reranking)
results = []
for i, (idx, retrieval_score) in enumerate(zip(indices[0], scores[0])):
rerank_score = 1 / (1 + np.exp(-rerank_scores[i])) # Sigmoid
hybrid_score = 0.3 * retrieval_score + 0.7 * rerank_score
result = self.assessments[idx].to_dict() # Spec-compliant format
results.append((hybrid_score, result))
# Sort by hybrid score and return top results
results.sort(key=lambda x: x[0], reverse=True)
return [r[1] for r in results[:max_results]]
def recommend_for_ui(self, query: str, max_results: int = 10) -> List[Dict[str, Any]]:
"""
Get assessment recommendations for Gradio UI display.
Returns full format with all fields for display.
"""
enhanced_query = self._enhance_query(query)
q_emb = self.retriever.encode([enhanced_query], convert_to_numpy=True)
faiss.normalize_L2(q_emb)
k = min(max_results * 3, len(self.assessments))
scores, indices = self.index.search(q_emb, k)
pairs = [[query, self.texts[i]] for i in indices[0]]
rerank_scores = self.reranker.predict(pairs)
results = []
for i, (idx, retrieval_score) in enumerate(zip(indices[0], scores[0])):
rerank_score = 1 / (1 + np.exp(-rerank_scores[i]))
hybrid_score = 0.3 * retrieval_score + 0.7 * rerank_score
result = self.assessments[idx].to_dict_full() # Full format for UI
result["similarity_score"] = round(float(hybrid_score), 4)
result["rerank_score"] = round(float(rerank_score), 4)
results.append(result)
results.sort(key=lambda x: x["similarity_score"], reverse=True)
return results[:max_results]
# ============================================================================
# INITIALIZE ENGINE (Global singleton)
# ============================================================================
print("Initializing SHL Recommendation Engine...")
engine = SHLRecommendationEngine()
# ============================================================================
# GRADIO UI FUNCTIONS
# ============================================================================
def format_recommendations_html(results: List[Dict]) -> str:
"""Format recommendations as beautiful HTML cards"""
if not results:
return "No recommendations found. Try a different query.
"
html = ""
for i, r in enumerate(results, 1):
# Determine badge colors
score = r.get('similarity_score', 0)
if score >= 0.3:
score_color = "#10b981" # Green
elif score >= 0.15:
score_color = "#f59e0b" # Yellow
else:
score_color = "#6b7280" # Gray
duration = f"{r['duration_minutes']} min" if r['duration_minutes'] else "Variable"
adaptive = "✓ Adaptive" if r['adaptive'] else ""
remote = "✓ Remote" if r['remote_testing'] else ""
html += f"""
#{i} • Score: {score:.1%}
{f"{adaptive}" if adaptive else ""}
{f"{remote}" if remote else ""}
Category: {r['category']} •
Duration: {duration}
{' '.join([f"{level}" for level in r['job_levels'][:3]])}
Focus Areas: {', '.join(r['focus_areas'][:4])}
Test Types: {', '.join(r['test_type'][:4])}
"""
html += "
⚠️ Please enter at least 3 characters to search.
"
try:
results = engine.recommend_for_ui(query.strip(), max_results=int(num_results))
return format_recommendations_html(results)
except Exception as e:
return f"❌ Error: {str(e)}
"
# ============================================================================
# GRADIO INTERFACE - Professional Dark Theme
# ============================================================================
# Custom CSS for dark theme
custom_css = """
.gradio-container {
max-width: 1200px !important;
margin: auto !important;
}
.main-title {
text-align: center;
background: linear-gradient(90deg, #3b82f6, #8b5cf6);
-webkit-background-clip: text;
-webkit-text-fill-color: transparent;
font-size: 2.5rem !important;
font-weight: 700 !important;
margin-bottom: 0.5rem !important;
}
.subtitle {
text-align: center;
color: #94a3b8 !important;
font-size: 1rem !important;
margin-bottom: 1.5rem !important;
}
footer {
display: none !important;
}
"""
# Example queries for users to try
examples = [
["I need to hire a software developer with Python programming skills"],
["Looking for customer service representative assessments"],
["Manager position requiring leadership and strategic thinking"],
["Fresh graduate analyst trainee program"],
["Java developer who can collaborate with business teams"],
["Need cognitive and personality tests for analyst screening"],
["Sales account executive for B2B enterprise software"],
["Logical reasoning and problem solving test"],
]
# Build the Gradio interface - Gradio 6.0 compatible
with gr.Blocks(
title="SHL Assessment Recommendation Engine"
) as demo:
# Header
gr.HTML(f"""
🎯 SHL Assessment Recommendation Engine
AI-powered recommendations using 2-Stage RAG: SBERT + Cross-Encoder Reranking
📊 {len(SHL_ASSESSMENTS)} Assessments
🎯 Individual Test Solutions
⚡ RAG Pipeline
""")
# Main content
with gr.Row():
with gr.Column(scale=3):
query_input = gr.Textbox(
label="🔍 Job Description or Requirements",
placeholder="Enter a job description, role requirements, or skills needed...",
lines=3,
max_lines=5
)
with gr.Column(scale=1):
num_results = gr.Slider(
minimum=1,
maximum=10,
value=10,
step=1,
label="📋 Number of Results"
)
search_btn = gr.Button("🚀 Get Recommendations", variant="primary", size="lg")
# Examples
gr.Examples(
examples=examples,
inputs=query_input,
label="💡 Try these example queries:"
)
# Results
results_html = gr.HTML(
value="Enter a job description above and click 'Get Recommendations' to see matching SHL assessments.
",
label="Recommendations"
)
# Footer info
gr.HTML("""
""")
# Event handlers
search_btn.click(
fn=get_recommendations,
inputs=[query_input, num_results],
outputs=results_html
)
query_input.submit(
fn=get_recommendations,
inputs=[query_input, num_results],
outputs=results_html
)
# ============================================================================
# FASTAPI/GRADIO INTEGRATION FOR API ENDPOINTS
# ============================================================================
# Import FastAPI requirements
from fastapi import Query as FastAPIQuery
from pydantic import BaseModel
class RecommendRequest(BaseModel):
query: str
# Add API routes to Gradio's built-in FastAPI app
@demo.app.get("/health")
def health_check():
"""Health check endpoint - returns exactly {status: healthy}"""
return {"status": "healthy"}
@demo.app.get("/recommend")
def recommend_api_get(
query: str = FastAPIQuery(..., min_length=3, description="Job description or requirements"),
max_results: int = FastAPIQuery(default=10, ge=1, le=10, description="Max results")
):
"""Get assessment recommendations as JSON (GET method)"""
results = engine.recommend(query.strip(), max_results=max_results)
return {
"recommended_assessments": results
}
@demo.app.post("/recommend")
def recommend_api_post(request: RecommendRequest):
"""Get assessment recommendations as JSON (POST method)"""
results = engine.recommend(request.query.strip(), max_results=10)
return {
"recommended_assessments": results
}
# ============================================================================
# LAUNCH APPLICATION
# ============================================================================
if __name__ == "__main__":
demo.launch(server_name="0.0.0.0", server_port=7860)
else:
# For HuggingFace Spaces - just expose the app
app = demo.app