Dataset 04 · Training Data Review Method

Training Records Review

Analysis of existing training documentation, completion records, and curriculum content across all 47 Rosie Home Tech retail partner locations.

Documents Reviewed31 Training Artifacts

Locations Covered47 Retail Partners

Records Period2023–2026

MethodDocument & Records Review

Section A

Review Scope & Overview

A structured review of all available training documentation was conducted across all 47 retail partner locations. Materials reviewed included onboarding curricula, product knowledge modules, completion records, assessment scores, manager observation forms, and any supplementary selling guides. A total of 31 distinct training artifacts were identified and analyzed against the competency areas identified as critical by needs assessment leadership.

Training artifacts reviewed

12%

Associates with objection training completion

Locations with AI privacy training module

2.3 hrs

Avg total training time at onboarding

Training materials varied significantly across locations — some partners had developed their own supplementary guides, while others relied solely on materials provided by Rosie Home Tech corporate. No standardized selling framework existed across the partner network at the time of review.

Section B

Curriculum Content Gap Analysis

Each training artifact was evaluated against six critical competency areas identified by the needs assessment team. Coverage was rated as: Present (explicitly addressed with practice opportunity), Partial (mentioned but not developed), or Absent (not addressed).

AI Data Privacy Explanation SkillsAbsent — 47/47 Locations

No training artifact reviewed across any of the 47 locations contained content addressing how associates should explain Rosie's data practices to customers. The AI Privacy Policy document exists as a product insert but no training prepares associates to discuss it conversationally. This is the most critical gap in the current training ecosystem.

Consultative Selling / Needs-First Conversation SkillsAbsent — 44/47 Locations

Only 3 of 47 locations had any training material referencing consultative or needs-based selling approaches. The materials at those locations were brief (1–2 pages) and did not include practice scenarios or performance measures. The overwhelming majority of training content focused on product feature delivery, not customer discovery.

Tier Recommendation FrameworkPartial — 31/47 Locations

Most locations had a product comparison chart available at the display. However, no training material guided associates on how to use household profile information to make a specific recommendation. Associates were expected to know the features well enough to match customers to models, but received no guidance on the decision process itself.

Objection Handling Scripts & PracticeAbsent — 41/47 Locations

Only 6 locations had any form of objection handling content, and in all 6 cases it consisted of a one-page FAQ sheet. None included scenario-based practice, roleplay prompts, or response frameworks. No training assessed whether associates could apply objection responses in a simulated sales context.

Product Specifications & PricingPresent — 47/47 Locations

This was the only competency area fully represented across all locations. Every partner had product spec sheets, pricing materials, and model comparison resources. Associates were generally well-prepared to describe features and quote prices. This strength exists in contrast to the near-complete absence of training on how to apply that knowledge in a consultative conversation.

Smart Home Compatibility KnowledgePartial — 18/47 Locations

Fewer than half of locations had any training content on compatible smart home systems. Where it existed, it was typically a list of compatible brands with no guidance on how to verify compatibility for less common systems or how to handle customer uncertainty about their own setup.

Key Finding: Current training is product-heavy and conversation-light. Associates can describe Rosie — they cannot sell Rosie. The two highest-stakes customer needs (AI privacy answers and consultative guidance on the right model) are the two areas with zero meaningful training coverage across the network.

Section C

Completion Records & Assessment Data

Where completion records were available (38 of 47 locations provided records), the following patterns were observed:

Training Component	Completion Rate	Assessment Score (avg)
Initial product onboarding module	91%	84%
Model comparison & pricing review	88%	79%
Rosie app walkthrough	74%	71%
Customer interaction guidelines (general)	63%	68%
Objection handling content (where available)	12%	N/A — no assessment
AI privacy / data content	0%	N/A — does not exist

Completion rates drop significantly for non-required training modules — objection handling content that exists is not completing because it is not mandatory

No existing training module includes a performance-based assessment for conversation skills — all assessments are knowledge recall (multiple choice) rather than applied demonstration

Training completion is tracked by location manager at 29 of 38 reporting locations — no centralized tracking exists at the corporate level, creating accountability gaps

Average time from hire to first customer interaction: 1.8 days — associates are engaging with customers before completing even the available training in many cases