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The Walkthrough
The Evidence

The research behind the rehearsal.

The Walkthrough is built on a simple, well-studied idea: deliberate practice with honest feedback improves high-stakes performance. Below are the independent, published studies that support that approach — stated plainly, with the statistic, the source, and a link to the original.

Every finding below maps to something the product actually does — the research names a problem, and a specific mechanism inside The Walkthrough is built to solve it. The home page shows each weld; this page is the receipts.

These are independent, published studies — peer-reviewed journals, government data, and named industry research. We cite each one with its source, author or organization, year, and a clickable link to the original.

A few are drawn from adjacent fields rather than real estate specifically. Research on general sales, on negotiation, and even on surgical simulation is included because it speaks to the underlying principle behind The Walkthrough: that rehearsing a high-stakes task with feedback transfers to real-world performance. We've flagged where a finding is mechanistic or analogous rather than a direct real-estate result, and we've kept the honest counter-evidence in rather than cherry-picking.

To be clear about what this is and isn't: the research supports the approach. None of these studies tested The Walkthrough itself, and none of them prove this app will win you a specific listing. They're the reason we believe practicing the conversation is worth your time.

Group 01

Practice and role-play improve sales performance

58% vs 47% win rate — an 11-point gap

Sales forces that rate their training highly win meaningfully more deals than those with weaker training, with no added headcount. Highest-rated training (mean 4.0–5.0) showed a 58% average win rate versus 47% for ratings of 3.0–3.9, across 472 sellers and executives.

Vendor-sourced and correlational, not causal — high training ratings may proxy for already-strong sales orgs.

RAIN Group Center for Sales Research, 2023 · Making the Business Case for Sales Training
+17.9% win rate, +11.8% quota attainment

Moving to a dynamic, formally aligned sales-enablement approach — the systems that operationalize ongoing practice and feedback — was associated with win rates 17.9% and quota attainment 11.8% above study averages, while informal approaches ran 3.1 and 3.6 points below.

Industry research, not peer-reviewed; an association, not proven causation. Reported by Highspot.

CSO Insights (Miller Heiman Group), 2019 · Fifth Annual Sales Enablement Study
60% fewer errors, 47% more correct steps

Proficiency-based simulation training — the deliberate, feedback-driven model that role-play emulates — reduced performance errors by 60% (P<0.001), cut procedural time by 15%, and increased correct steps by 47% versus conventional training, in a meta-analysis of 12 randomized trials.

This is surgical simulation, not sales. We include it as evidence for the mechanism — that feedback-rich practice transfers to real-task performance — not as a sales statistic.

Mazzone et al., Annals of Surgery, 2021 · Proficiency-based Progression Simulation Training
26% / 21% / 18% / 4% / <1% of performance variance

Deliberate practice meaningfully drives performance, but it is a contributor rather than the whole story. It explained 26% of the variance in games, 21% in music, 18% in sports, 4% in education, and under 1% in professions — it helps most where tasks are well-defined and feedback is clear.

We include this honest counter-nuance deliberately: practice is necessary, not sufficient. It works best when paired with clear, specific feedback — which is the point of the debrief.

Macnamara, Hambrick & Oswald, Psychological Science, 2014 · Deliberate Practice and Performance: A Meta-Analysis
Competition-style role-play did not predict real selling

Not all role-play is equal. In one study, rank in an intra-university sales role-play competition showed non-significant correlations with live-selling measures (n=56) — arguing for realistic, deal-tied, feedback-rich practice over theatrical, scripted role-play.

A single small study (n=56); the authors themselves call it small-sample evidence. We keep it in because it shapes how The Walkthrough is designed: practice the real conversation, not a performance.

Dover, Freling & Forbes, Journal of Selling, 2025 · Beyond the Script
Ramp time: 5.3 months, up from 4.3

Average account-executive ramp time rose to 5.3 months, up from 4.3 months in 2020 — the core business problem that pre-hire and onboarding practice aims to shorten.

Describes a problem rather than an outcome of practice; included as context. Secondary summary of The Bridge Group's report.

The Bridge Group, 2022 · SaaS AE Metrics & Compensation Report
Group 02

Objections are a small, trainable set

Top 5 objections = 74% of all objections

Across an analysis of 300M+ cold calls, the top five objections accounted for 74% of all objections (dismissive 49.5%, situational 42.6%, existing-solution 7.9%). Because objections cluster into a small set, drilling a handful of responses covers most of what comes up live.

Proprietary vendor dataset, scoped to cold calls specifically — not every objection across the funnel.

Warmth can erase the win from competence

Objection-handling skill is not simply additive. In an experimental study, the positive effect of resolving (competence) behaviors on customer interest was curtailed, neutralized, and even reversed at high levels of warmth-signaling behavior — and the effect strengthened as the interaction progressed. How you handle a concern matters as much as whether you do.

Peer-reviewed, top-tier journal; based on an experimental simulation with video-recorded interactions rather than field sales.

Singh, Marinova, Singh & Evans, Journal of the Academy of Marketing Science, 2018 · Customer Query Handling in Sales Interactions
Group 03

The economics of the agent's conversation

$92,500 vs $8,100 median income

Experience correlates with order-of-magnitude differences in income. Median gross income was $92,500 for REALTORS with 16+ years of experience versus $8,100 for those with 2 years or less, and 62% of the newest members made under $10,000 in 2023.

Correlation, not a training-causation study. Authoritative primary source.

NAR Research Group, 2024 Member Profile · 2024 Member Profile (PDF)
12 vs 2 transaction sides

Experienced agents close dramatically more transactions. Agents with 16+ years of experience closed a median of 12 brokerage transaction sides in 2023, versus just 2 for agents with 2 years or less (all-REALTOR median: 10).

Correlation, not proven causation from training.

NAR Research Group, 2024 Member Profile · 2024 Member Profile (PDF)
49% of new agents closed nothing the next year

Recent cohort data shows new agents wash out fast: 49% of the 2022 entry cohort failed to close any transaction in 2023. The year-one failure rate rose from a 2017–2020 average of 28% to 37% for the 2021 cohort, with combined year-one-and-two failure for that cohort topping 50%.

"Failure" here means an agent who had a first closing but then closed nothing the following year. Credible analytics vendor, not government or academic.

$8,100 median income for the newest agents

The core reason new agents leave is economic. REALTORS with 2 years or less of experience had a median gross income of $8,100 in 2024, versus an all-member median of $58,100 and $78,900 for agents with 16+ years.

Authoritative primary source — the membership body itself.

NAR, 2025 Member Profile · Income Steady, Even as Market Slows
~46,300 openings/year, mostly to replace leavers

Federal labor data confirms the occupation is high-churn. Employment of real estate brokers and agents is projected to grow just 3% from 2024 to 2034, yet about 46,300 openings are projected each year — largely to replace workers who transfer to other occupations or exit the labor force.

Authoritative government source.

U.S. Bureau of Labor Statistics, 2025 · Occupational Outlook Handbook
12-year median experience; pipeline thinning

The membership is aging and the newcomer pipeline is thinning. The typical REALTOR had 12 years of experience in 2025, up from 10; members with 2 or fewer years fell to 15% from 18%, and agents under 40 fell to 11% from 17%. NAR anticipated a drop of about 150,000 agents by year end.

The 150,000 figure is a forward-looking NAR projection, not a measured outcome.

Real Estate News (reporting NAR 2025 Member Profile), 2025 · Fewer Younger Agents Holding On
1 in 4 members not fully committed to staying

Even among surviving members, a meaningful minority expect to leave. 74% of REALTORS were "very certain" they would remain active for the next two years, 18% only "somewhat certain," and 8% "not certain."

Measures self-reported intent across the whole membership, not isolated new-agent turnover.

NAR, 2025 Member Profile · Income Steady, Even as Market Slows
42% repeat / 29% referral business for veterans

Sustained productivity comes from repeat and referral business — and veteran agents draw heavily on it while new agents capture almost none. Agents with 16+ years drew a median 42% of business from repeat clients and 29% from referrals, versus a negligible share (under 1%) for agents with 2 years or less.

Repeat and referral business is earned in the conversation, over years. Primary NAR data.

NAR Research Group, 2024 Member Profile · 2024 Member Profile (PDF)
10 sides, $2.5M volume, $55,800 median income

Headline productivity benchmarks remain low across all agents, framing why lifting transaction counts matters. The typical REALTOR completed 10 transaction sides (down from 12 in 2022) and $2.5M in sales volume, with a median gross income of $55,800 in 2023.

Primary NAR data, corroborated independently.

NAR Research Group, 2024 Member Profile · 2024 Member Profile (PDF)
6 transactions, $45,000 net in 5 months

Structured training programs report measurable production outcomes. Agents completing the "100 Days to Greatness" program averaged 6 transactions (pending and closed) in 100 days and $45,000 in net income within 5 months.

Vendor self-reported marketing data with no published methodology or sample audit — included as vendor-reported, not independent evidence.

Buffini & Company, 2021 · Press Release
$55,000 agent-assisted vs FSBO price gap

Homes listed with an agent command a meaningfully higher median sale price than for-sale-by-owner homes: $435,000 versus $380,000, a $55,000 gap. It quantifies what an agent's representation is worth on a listing.

A median price gap, not a controlled measure of causal added value — FSBO homes differ in type and location.

NAR, 2024 Profile of Home Buyers and Sellers · Key Takeaways
90% used an agent; FSBO just 6%

Nearly every transaction is a contestable listing. 90% of sellers used an agent or broker, while FSBO sat at a historic low of 6% — meaning almost every deal can be won or lost in the conversation.

Primary NAR source, fully supported.

NAR, 2024 Profile of Home Buyers and Sellers · Top 10 Highlights
~$21,000 in commission per median home

Total commission on a typical home is a large dollar figure — exactly what an agent forfeits when a listing is lost to a competitor. 5.70% total commission works out to $20,987 on a $368,200 median-priced home.

A Feb 2026 survey of 533 agents by a real estate marketplace, not primary NAR data; the precise figure is the source's own implied math.

Clever Real Estate, 2026 · Average Real Estate Commission Rate
2.40% buyer-agent commission, essentially flat

The buyer's-agent commission has barely moved since the NAR settlement changed the rules: 2.40% in Q1 2025, versus 2.36% when the new rules took effect and 2.43% a year earlier. The commission stakes on each listing remain high.

Redfin's own analysis of its MLS data; numbers and the "did not collapse" framing are directly supported.

$407,500 median price; 4.06M sales (lowest since 1995)

Record-high prices raise the dollar value of every listing, while transaction volume sits at a multi-decade low. The median price reached a record $407,500 in 2024, even as existing-home sales fell to 4.06 million — the lowest annual level since 1995. Each listing is worth more and harder to replace.

Official NAR existing-home sales figures, reported via NAHB's Eye on Housing.

Group 04

Preparation and practice in negotiation

5.1 vs 2.6 options per issue

Skilled negotiators prepare by exploring a far wider range of possible outcomes. In a behavioral analysis of real labor-management negotiators, skilled negotiators considered 5.1 outcome options per negotiable issue during planning, versus 2.6 for average negotiators — the breadth of preparation distinguishes them.

Classic 1978 observational field research, not a controlled experiment.

Rackham & Carlisle (Huthwaite), Journal of European Industrial Training, 1978 · The Effective Negotiator, Part 2 (PDF)
38% vs 11% focus on common ground

Effective preparation is qualitatively different, not just longer. Skilled negotiators devoted 38% of their planning attention to areas of anticipated common ground versus 11% for average negotiators — over three times as much — with no significant difference in total planning time.

From the same Huthwaite study; the planning-time figure is self-reported and the authors urge it be viewed cautiously.

Rackham & Carlisle (Huthwaite), Journal of European Industrial Training, 1978 · The Effective Negotiator, Part 2 (PDF)
r = 0.76 (long training) vs 0.22 (short)

Across the experimental literature, training improves negotiation outcomes, and dosage matters. A meta-analysis found training had a medium effect on joint outcome (r=0.37); on individual outcome, long training reached r=0.76 versus r=0.22 for short training. More practice produced substantially larger gains.

Correlations from a synthesis of 57 lab experiments, not a single clean RCT; phrased as association.

ElShenawy, Journal of European Industrial Training, 2010 · Does Negotiation Training Improve Performance?
Significant, durable gains in an RCT (n=360)

A randomized controlled trial showed integrative-negotiation training produced a significant improvement in negotiated outcomes that remained stable over time rather than fading. The benefit was strongest when both parties were trained — practiced skill changes the deal that gets reached.

Top-tier peer-reviewed source; accurately represented (seller-only training was effective, buyer-only was not).

Zerres, Hüffmeier, Freund, Backhaus & Hertel, Journal of Applied Psychology, 2013 · Does It Take Two to Tango?

Every statistic on this page is drawn from its primary source and cited above. The Walkthrough turns the principle behind this research into a daily habit: set the room, run the rep, read the debrief, run it again.

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