S

Public Sector Job Application Auto-Filler

4.35

Derivation Chain

Step 1 KORAIL large-scale Recruitment
→
Step 2 Public institution Recruitment document preparation

Problem

During public institution recruitment seasons — such as KORAIL hiring 1,830 positions — applicants must prepare 5-8 different documents per institution, including personal statements, career descriptions, and NCS (National Competency Standards) self-assessments. Each institution uses different formats, making it difficult to reuse previous applications. Completing documents for one institution takes 15-20 hours on average, meaning applicants targeting 3-5 institutions simultaneously need 60-100 hours total.

Solution

Enter career history, experiences, and competencies once, then select target institutions and positions to auto-generate personal statement drafts tailored to each institution's format. Features include experience mapping across all 10 NCS core competency areas, institution-specific talent profile keyword integration, and character count optimization.

Target: Public institution job seekers ages 20-30, especially those applying to multiple institutions simultaneously (college graduates, 6+ months of job preparation)
Revenue Model: Premium Model: 1 institution draft free, Pro Plan $14/month (unlimited institutions + AI feedback), Season Pass 3-month $37
Ecosystem Role: Consumer
MVP Estimate: 2_weeks

NUMR-V Scores

N Novelty
2.0/5
U Urgency
5.0/5
M Market
5.0/5
R Realizability
5.0/5
V Validation
4.0/5
NUMR-V Scoring System
N Novelty1-5How uncommon the service is in market context.
U Urgency1-5How urgently users need this problem solved now.
M Market1-5Market size and growth potential from proxy indicators.
R Realizability1-5Buildability for a small team with realistic constraints.
V Validation1-5Validation signal quality from competition and demand data.
Each dimension is scored 1-5 and weighted into grade S/A/B/C/D.
SaaS N=.15 U=.20 M=.15 R=.30 V=.20 Senior N=.25 U=.25 M=.05 R=.30 V=.15

Feasibility (70%)

Tech Complexity
29.3/40
Data Availability
20.8/25
MVP Timeline
20.0/20
API Bonus
0.0/15
Feasibility Breakdown
Tech Complexity/ 40Difficulty of core implementation stack.
Data Availability/ 25Practical availability and cost of required data.
MVP Timeline/ 20Expected time to ship a usable MVP.
API Bonus/ 15Bonus for viable public API leverage.
Total 100 points; below 50% is filtered out.

Market Validation (62/100)

Competition
8.0/20
Market Demand
9.4/20
Timing
16.0/20
Revenue Signals
10.5/15
Pick-Axe Fit
10.5/15
Solo Buildability
8.0/10
Validation Breakdown
Competition/ 20Signal quality from competitor landscape.
Market Demand/ 20Demand proxies from search and mention patterns.
Timing/ 20Fit with current shifts in tech, behavior, and regulation.
Revenue Signals/ 15Reference evidence for monetization viability.
Pick-Axe Fit/ 15How well the concept serves participants in a trend.
Solo Buildability/ 10Practicality for lean-team implementation.
Total 100 points; below 50 is filtered out.

Technical Requirements

Backend [medium] Frontend [medium] AI/ML [low]
Dashboard