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Under 23 · Liga Portugal 2 · 2024-25

Best U23 Young Centre-Backs in the Liga Portugal 2

10 players aged 23 or under · ranked by Analytical Strength Index

Best Young Centre-Backs in the Liga Portugal 2 (Sep 2026)

Ranked by Analytical Strength Index

Use the search bar below to find specific players, or apply filters to narrow results by club, age range, or market value. Click the chart icon next to any player to view their historical value trajectory and forecast.

🔍
Age: 18–40
€0M–€200M
Showing 10 of 10

Player Rankings

Ranked by Analytical Strength Index. Click any player to view full profile, or click the chart icon to see value history.

#1

José Sampaio

FC Vizela21 years old

600K

21.6

#2

Emanuel Fernandes

CD Feirense23 years old

550K

21.4

#3

Afonso Silva

FC Felgueiras 193222 years old

550K

20.9

#4

Lourenço

Leixões SC22 years old

500K

19.8

#5

Kauan

FC Paços de Ferreira23 years old

350K

15.7

#6

Marlon Júnior

Portimonense SAD21 years old

325K

14.0

#7

Mário Júnior

FC Felgueiras 193223 years old

300K

13.8

#8

Jarleysom

Portimonense SAD22 years old

300K

13.4

#9

Bruno Faria

Lusitânia FC Lourosa22 years old

275K

12.3

#10

Dário

FC Felgueiras 193222 years old

175K

6.7

If you were Liga Portugal 2's sporting director, who would you sign?

Pick a club, select up to 3 players, and build your transfer proposal.

Market Intelligence

Explore Market Size by Position in Liga Portugal 2

Interactive bubble chart showing predicted 2-year growth vs current age for all Liga Portugal 2 Young Centre-Backs. Identify undervalued assets and track market momentum across 7 clubs with €3.9M combined value.

10
Players Tracked

Age Distribution: Liga Portugal 2 Young Centre-Backs

The Liga Portugal 2 CB market shows 1 distinct age segments, with the largest cohort in the 21-23 bracket (10 players, 100% of market). The 21-23 age group holds the most value at €3.9M, averaging €392K per player.

21-23 years10 players (100%)
3.9MAvg: €392K
Top player: José Sampaio (€600K)

Top Young Centre-Backs by Age Bracket

21-23 Years (10 players)

1. José Sampaio(21yo)
600K
2. Emanuel Fernandes(23yo)
550K
3. Afonso Silva(22yo)
550K
4. Lourenço(22yo)
500K
5. Kauan(23yo)
350K

Market Value Distribution

Elite Tier Concentration

15%of market value

The top 1 Young Centre-Backs (10% of players) control €600K

1. José Sampaio600K

Market Tiers

Emerging (<€5M)10 players (100%)
3.9M

Market structure shows concentrated value with emerging (<€5m) tier representing 100% of the Liga Portugal 2 CB pool.

Emerging (<€5M)

1. José Sampaio
FC Vizela600K
2. Emanuel Fernandes
CD Feirense550K
3. Afonso Silva
FC Felgueiras 1932550K
4. Lourenço
Leixões SC500K
5. Kauan
FC Paços de Ferreira350K

Club Distribution: Liga Portugal 2 Young Centre-Backs

Among 7 Liga Portugal 2 clubs, FC Felgueiras 1932 leads with 3 Young Centre-Backs worth €1.0M (averaging €342K per player). The top 10 clubs account for 100% of tracked Young Centre-Backs.

#1
FC Felgueiras 1932
3 players • €1.0M
#2
Portimonense SAD
2 players • €625K
#3
FC Vizela
1 players • €600K
#4
CD Feirense
1 players • €550K
#5
Leixões SC
1 players • €500K
#6
FC Paços de Ferreira
1 players • €350K
#7
Lusitânia FC Lourosa
1 players • €275K

FC Felgueiras 1932 (3 Young Centre-Backs)

Afonso Silva(22yo)
550K
Mário Júnior(23yo)
300K
Dário(22yo)
175K

Portimonense SAD (2 Young Centre-Backs)

Marlon Júnior(21yo)
325K
Jarleysom(22yo)
300K

FC Vizela (1 Young Centre-Backs)

José Sampaio(21yo)
600K

CD Feirense (1 Young Centre-Backs)

Emanuel Fernandes(23yo)
550K

Scout Tools

Advanced analytics for scouting and recruitment decisions. Each tool provides unique insights into player value, potential, and market dynamics.

Pre-Peak Value Efficiency (PPVE)

Identifies pre-peak players offering exceptional value relative to their age bracket. Higher PPVE = better value.

Understanding Pre-Peak Value Efficiency (PPVE)

FC Vizela's José Sampaio at 21 years old has the highest Pre-Peak Value Efficiency at 1.71×. That means José Sampaio is valued 1.71× higher than the median player in the 21-23 age bracket-representing exceptional value before reaching peak age.

In second is CD Feirense's Emanuel Fernandes, who is 23 years old, with a 1.57× PPVE. Third is Afonso Silva of FC Felgueiras 1932, who is 22 years old with a 1.57× PPVE.

How PPVE is calculated: PPVE compares a player's current market value to the median value of all players in their age bracket. A PPVE of 1.71× means the player is worth 71% more than typical players their age-making them high-value targets before they reach peak value.

PPVE by Age Bracket

José SampaioFC Vizela
21-23 • 21yo1.71×
€600K • 71% above median
Emanuel FernandesCD Feirense
21-23 • 23yo1.57×
€550K • 57% above median
Afonso SilvaFC Felgueiras 1932
21-23 • 22yo1.57×
€550K • 57% above median
LourençoLeixões SC
21-23 • 22yo1.43×
€500K • 43% above median
KauanFC Paços de Ferreira
21-23 • 23yo1.00×
€350K • 0% above median
Marlon JúniorPortimonense SAD
21-23 • 21yo0.93×
€325K • -7% above median
JarleysomPortimonense SAD
21-23 • 22yo0.86×
€300K • -14% above median
Mário JúniorFC Felgueiras 1932
21-23 • 23yo0.86×
€300K • -14% above median
Bruno FariaLusitânia FC Lourosa
21-23 • 22yo0.79×
€275K • -21% above median
DárioFC Felgueiras 1932
21-23 • 22yo0.50×
€175K • -50% above median
RankPlayerAgeBracketCurrent ValueBracket MedianPPVE
#1
José Sampaio
FC Vizela
2121-23600K350K1.71×
#2
Emanuel Fernandes
CD Feirense
2321-23550K350K1.57×
#3
Afonso Silva
FC Felgueiras 1932
2221-23550K350K1.57×
#4
Lourenço
Leixões SC
2221-23500K350K1.43×
#5
Kauan
FC Paços de Ferreira
2321-23350K350K1.00×
#6
Marlon Júnior
Portimonense SAD
2121-23325K350K0.93×
#7
Jarleysom
Portimonense SAD
2221-23300K350K0.86×
#8
Mário Júnior
FC Felgueiras 1932
2321-23300K350K0.86×
#9
Bruno Faria
Lusitânia FC Lourosa
2221-23275K350K0.79×
#10
Dário
FC Felgueiras 1932
2221-23175K350K0.50×

Return-to-Peak Potential (RPP)

Recovery potential from current value to forecasted peak. Shows how much upside remains for players approaching their prime.

Understanding Return-to-Peak Potential (RPP)

FC Vizela's José Sampaio at 21 years old has the highest Return-to-Peak Potential at +35%. That means José Sampaio is projected to appreciate 35% as they reach their peak age in 5 years-representing significant upside before entering their prime.

In second is Portimonense SAD's Marlon Júnior, who is 21 years old, with a +35% RPP (5 years to peak). Third is Lourenço of Leixões SC, who is 22 years old with a +30% RPP (4 years to peak).

How RPP is calculated: RPP compares a player's current market value to their forecasted peak value, calculating the percentage appreciation potential. A 35% RPP means the player is expected to gain 35% value as they enter their prime-making them excellent growth investments.

Recovery Potential by Player

José SampaioFC Vizela
5yr to peak+35%
600K927K
Marlon JúniorPortimonense SAD
5yr to peak+35%
325K502K
LourençoLeixões SC
4yr to peak+30%
500K719K
DárioFC Felgueiras 1932
4yr to peak+30%
175K252K
JarleysomPortimonense SAD
4yr to peak+30%
300K431K
Bruno FariaLusitânia FC Lourosa
4yr to peak+30%
275K395K
Afonso SilvaFC Felgueiras 1932
4yr to peak+30%
550K791K
KauanFC Paços de Ferreira
3yr to peak+25%
350K468K
Mário JúniorFC Felgueiras 1932
3yr to peak+25%
300K401K
Emanuel FernandesCD Feirense
3yr to peak+25%
550K735K
RankPlayerAgeYears to PeakCurrentPeak ForecastRPP %
#1
José Sampaio
FC Vizela
215600K927K+35%
#2
Marlon Júnior
Portimonense SAD
215325K502K+35%
#3
Lourenço
Leixões SC
224500K719K+30%
#4
Dário
FC Felgueiras 1932
224175K252K+30%
#5
Jarleysom
Portimonense SAD
224300K431K+30%
#6
Bruno Faria
Lusitânia FC Lourosa
224275K395K+30%
#7
Afonso Silva
FC Felgueiras 1932
224550K791K+30%
#8
Kauan
FC Paços de Ferreira
233350K468K+25%
#9
Mário Júnior
FC Felgueiras 1932
233300K401K+25%
#10
Emanuel Fernandes
CD Feirense
233550K735K+25%

Risk-Adjusted Upside (RAU)

Upside potential weighted against forecast uncertainty. Higher RAU = better risk-reward profile.

Understanding Risk-Adjusted Upside (RAU)

FC Felgueiras 1932's Dário has the highest Risk-Adjusted Upside at 5.9. That means Dário has 1% upside potential with only 0% forecast uncertainty-representing excellent risk-reward for value appreciation.

In second is Portimonense SAD's Jarleysom with a 5.9 RAU (1% upside, 0% uncertainty). Third is Bruno Faria of Lusitânia FC Lourosa with a 5.9 RAU (1% upside, 0% uncertainty).

How RAU is calculated: RAU divides upside potential by forecast uncertainty (RAU = Upside % ÷ Uncertainty %). A RAU of 5.9 means the upside is 5.9× greater than the uncertainty-making it a high-confidence growth opportunity. Target RAU ≥2.0 for balanced risk-reward.

Risk-Adjusted Upside by Player

DárioFC Felgueiras 1932
1% / ±0%5.9
Range: €156K - €199K
JarleysomPortimonense SAD
1% / ±0%5.9
Range: €268K - €341K
Bruno FariaLusitânia FC Lourosa
1% / ±0%5.9
Range: €245K - €312K
Afonso SilvaFC Felgueiras 1932
1% / ±0%5.9
Range: €491K - €625K
LourençoLeixões SC
1% / ±0%5.9
Range: €446K - €568K
José SampaioFC Vizela
1% / ±0%5.1
Range: €525K - €693K
Marlon JúniorPortimonense SAD
1% / ±0%5.1
Range: €284K - €375K
RankPlayerExpectedRangeUpside %RAU
#1
Dário
FC Felgueiras 1932
178K156K-199K+1%5.9
#2
Jarleysom
Portimonense SAD
304K268K-341K+1%5.9
#3
Bruno Faria
Lusitânia FC Lourosa
279K245K-312K+1%5.9
#4
Afonso Silva
FC Felgueiras 1932
558K491K-625K+1%5.9
#5
Lourenço
Leixões SC
507K446K-568K+1%5.9
#6
José Sampaio
FC Vizela
609K525K-693K+1%5.1
#7
Marlon Júnior
Portimonense SAD
330K284K-375K+1%5.1

Roster Pressure Index (RPI)

Squad depth pressure based on Z-score distribution. Negative RPI = thin depth, positive = deep roster.

What This Shows

Z-Score explained: Measures how many standard deviations a player's strength is from the position average. Z-Score = 0 means average, +1.0 is one standard deviation above average, -1.0 is below average.

How to use: RPI < -1.0 indicates critical depth shortage. These positions need immediate reinforcement. RPI > +1.0 suggests strong depth, allowing selective, high-value additions only.

Current market: young centre-back position shows strong depth (avg Z-score: 0.00). RPI: 0.00.

Position Depth Analysis

10
Total Players
0.00
Avg Z-Score
0.00
RPI Score
Weak DepthStrong Depth
-3.00+3.0

Highest Z-Scores

José Sampaio+1.51
Emanuel Fernandes+1.15
Afonso Silva+1.15
Lourenço+0.78
Kauan+-0.31

Lowest Z-Scores

Dário-1.58
Bruno Faria-0.86
Jarleysom-0.67
Mário Júnior-0.67
Marlon Júnior-0.49

Age-Share Concentration (ASC)

Identifies players capturing disproportionate value relative to age group representation. Positive ASC = value concentration.

Understanding Age-Share Concentration (ASC)

FC Paços de Ferreira's Kauan in the 21-23 age bracket has the highest Age-Share Concentration at +0.0%. That means José Sampaio captures 100.0% of total market value while representing only 100.0% of players in their age group-showing dominant elite status.

In second is Leixões SC's Lourenço with a +0.0% ASC (100.0% value share vs 100.0% player share in 21-23 bracket). Third is José Sampaio of FC Vizela with a +0.0% ASC (100.0% value vs 100.0% players in 21-23 bracket).

How ASC is calculated: ASC = (% of total value) - (% of total players) in age bracket. A +0.0% ASC means the player captures 0.0% more market value than their numerical representation-indicating marquee status. ASC > +15% = elite dominance, ASC < -15% = potential value targets.

Value Concentration by Player

KauanFC Paços de Ferreira
21-230.0%
100.0% value share / 100.0% player share
LourençoLeixões SC
21-230.0%
100.0% value share / 100.0% player share
José SampaioFC Vizela
21-230.0%
100.0% value share / 100.0% player share
Bruno FariaLusitânia FC Lourosa
21-230.0%
100.0% value share / 100.0% player share
JarleysomPortimonense SAD
21-230.0%
100.0% value share / 100.0% player share
DárioFC Felgueiras 1932
21-230.0%
100.0% value share / 100.0% player share
Marlon JúniorPortimonense SAD
21-230.0%
100.0% value share / 100.0% player share
Mário JúniorFC Felgueiras 1932
21-230.0%
100.0% value share / 100.0% player share
Emanuel FernandesCD Feirense
21-230.0%
100.0% value share / 100.0% player share
Afonso SilvaFC Felgueiras 1932
21-230.0%
100.0% value share / 100.0% player share
RankPlayerAge BracketValue SharePlayer ShareASC
#1
Kauan
FC Paços de Ferreira
21-23100.0%100.0%0.0%
#2
Lourenço
Leixões SC
21-23100.0%100.0%0.0%
#3
José Sampaio
FC Vizela
21-23100.0%100.0%0.0%
#4
Bruno Faria
Lusitânia FC Lourosa
21-23100.0%100.0%0.0%
#5
Jarleysom
Portimonense SAD
21-23100.0%100.0%0.0%
#6
Dário
FC Felgueiras 1932
21-23100.0%100.0%0.0%
#7
Marlon Júnior
Portimonense SAD
21-23100.0%100.0%0.0%
#8
Mário Júnior
FC Felgueiras 1932
21-23100.0%100.0%0.0%
#9
Emanuel Fernandes
CD Feirense
21-23100.0%100.0%0.0%
#10
Afonso Silva
FC Felgueiras 1932
21-23100.0%100.0%0.0%

Buy-Now vs Wait-List Map

Categorizes players by age position and upside potential to guide timing of acquisition.

What This Shows

How to use:"Buy Now - High Upside" = immediate priority targets."Watch List" = monitor for 6-12 months."Peak" = pay premium for proven performers."Aging" = short-term depth only.

Current market: 0 immediate targets, 0 standard acquisitions, 10 watch-list prospects, 0 at peak.

BUY NOW - High Upside

No players in this category

WATCH LIST - High Upside

José Sampaio
21yo • FC Vizela
600K
Emanuel Fernandes
23yo • CD Feirense
550K
Afonso Silva
22yo • FC Felgueiras 1932
550K
Lourenço
22yo • Leixões SC
500K
Kauan
23yo • FC Paços de Ferreira
350K
Marlon Júnior
21yo • Portimonense SAD
325K
Mário Júnior
23yo • FC Felgueiras 1932
300K
Jarleysom
22yo • Portimonense SAD
300K
Bruno Faria
22yo • Lusitânia FC Lourosa
275K
Dário
22yo • FC Felgueiras 1932
175K

BUY NOW - Medium Upside

No players in this category

PEAK Players

No players in this category

Price vs Peer Z-Score

IQR-based pricing analysis relative to position peers. Identifies over/undervalued players vs market.

What This Shows

How to use: Z-score < -1.5 = significantly undervalued (potential bargain). Z-score > +1.5 = premium pricing (requires strong justification). Within ±1.0 = fair market value.

Current market: Position median is €325K. 0 undervalued, 0 premium.

Value Positioning vs Peers

DárioFC Felgueiras 1932
175K-0.70
Fair value
Bruno FariaLusitânia FC Lourosa
275K-0.30
Fair value
JarleysomPortimonense SAD
300K-0.20
Fair value
Mário JúniorFC Felgueiras 1932
300K-0.20
Fair value
Marlon JúniorPortimonense SAD
325K-0.10
Fair value
KauanFC Paços de Ferreira
350K0.00
Fair value
LourençoLeixões SC
500K+0.60
Fair value
Emanuel FernandesCD Feirense
550K+0.80
Fair value
Afonso SilvaFC Felgueiras 1932
550K+0.80
Fair value
José SampaioFC Vizela
600K+1.00
Fair value
PlayerMarket ValuePosition MedianZ-ScoreAssessment
Dário
FC Felgueiras 1932
175K350K-0.70Good Value
Bruno Faria
Lusitânia FC Lourosa
275K350K-0.30Fair Value
Jarleysom
Portimonense SAD
300K350K-0.20Fair Value
Mário Júnior
FC Felgueiras 1932
300K350K-0.20Fair Value
Marlon Júnior
Portimonense SAD
325K350K-0.10Fair Value
Kauan
FC Paços de Ferreira
350K350K0.00Fair Value
Lourenço
Leixões SC
500K350K+0.60Above Market
Emanuel Fernandes
CD Feirense
550K350K+0.80Above Market
Afonso Silva
FC Felgueiras 1932
550K350K+0.80Above Market
José Sampaio
FC Vizela
600K350K+1.00Above Market

Market Overview: Liga Portugal 2 Young Centre-Backs 2024-25

Our database tracked 10 Liga Portugal 2 Young Centre-Backs in the 2024-25 season, representing 7 clubs with a combined market value of €3.9M. The average market value for Liga Portugal 2 Young Centre-Backs was €392K, with the average age at 22 years old.

The most valuable young centre-back in the Liga Portugal 2 was José Sampaio, worth €600K and played for FC Vizela at 21 years old. The top 5 Young Centre-Backs averaged €510K in market value, including Emanuel Fernandes and Afonso Silva.

Age distribution showed the youngest tracked young centre-back was José Sampaio (21 years, FC Vizela, €600K), while the oldest was Emanuel Fernandes (23 years, CD Feirense, €550K). Research shows Young Centre-Backs typically peak at age 28.

Historical analysis showed 7 Young Centre-Backs (70%) increased in market value over the following 12 months based on age-curve trajectories, then-current performance trends, and playing time analysis. The Liga Portugal 2 market for Young Centre-Backs remained actively developing with emerging talent in the 2024-25 season.

How We Rank Liga Portugal 2 Young Centre-Backs

Our Analytical Strength Index is calibrated specifically for young centre-backs, using position-specific age curves and playing time benchmarks. The model draws from academic research on player valuation (Franck & Nüesch, 2012) and age-performance curves (Dendir, 2016).

Scoring Components for CB

Historical Achievement Index (35%)

Peak career market value for Liga Portugal 2 young centre-backs, reflecting proven track record and reputation. Uses log-scale to account for exponential value distribution at elite level.

Current Performance Proxy (30%)

Present market value for Liga Portugal 2 young centre-backs, capturing recent form, injuries, and current performance level. Weighted to reflect age-related depreciation patterns.

Playing Time Utilization (18%)

Defenders with 2,500+ minutes score highest, indicating regular starting role and sustained performance.

Age-Adjusted Performance Curve (12%)

Defenders peak at 28 with 5.0%/year decline rate. Pre-peak players score higher on development trajectory.

Competition Level Adjustment (3%)

Liga Portugal 2 competition level factored into comparative strength assessment.

Performance Expectations Multiplier (2%)

Players at clubs with Champions League pedigree face higher performance standards and tactical complexity, contributing to development and market validation.

CB Performance Benchmarks

Peak Age: 28 years (balance of physicality and tactical intelligence)

Decline Rate: Widening steps, not a flat rate: about -5% at 29, -10% at 30, steeper from 31 (positioning offsets pace loss)

Optimal Minutes: 2,500 per season (regular starter with rotation management)

1-Year Market Value Forecast

Probabilistic model combining age-curve depreciation, value momentum, and playing time factors:

Age Factor: Compounding and banded around a peak of 28: +25%/year through age 21, +15% at 22-23, +10% up to the year before peak, then -5%, -10% and steeper with each later band. Growth is damped above €30M.

Value Trajectory: Near career peak (>95% of peak value): +3% momentum | Moderate decline: -5%

Playing Time Factor: Regular starters (+2%), Squad rotation (-2%)

Forecast Range: ±10% confidence interval

Research Foundation

Dendir (2016): Age-performance curves for young centre-backs

Carmichael et al. (2011): Player depreciation in top leagues

Franck & Nüesch (2012): Hedonic pricing models for talent valuation

Szymanski, S. (2015). Money and Soccer: A Soccernomics Guide

Frequently Asked Questions

Common questions about Liga Portugal 2 Young Centre-Backs in the 2024-25 season

Who are the most valuable Young Centre-Backs in the Liga Portugal 2 in 2024-25?

The most valuable young centre-back in the Liga Portugal 2 in 2024-25 is José Sampaio, who is worth €600K and plays for FC Vizela. The second most valuable is Emanuel Fernandes (€550K, CD Feirense), followed by Afonso Silva (€550K, FC Felgueiras 1932). Our database tracks 10 Liga Portugal 2 Young Centre-Backs with comprehensive market valuations updated for the 2024-25 season.

How are Liga Portugal 2 Young Centre-Backs ranked?

Liga Portugal 2 Young Centre-Backs are ranked by our proprietary Analytical Strength Index, which is specifically calibrated for Young Centre-Backs. The score combines six factors: Historical Achievement Index (35%) measuring peak career value, Current Performance Proxy (30%) reflecting recent market signals, Playing Time Utilization (18%) tracking minutes played, Age-Adjusted Performance Curve (12%) using position-specific peak ages, League Quality Coefficient (3%) for Liga Portugal 2 competition level, and Club Tier Multiplier (2%) accounting for club prestige. This methodology is grounded in academic research including work by Dendir (2016) on age-performance curves and Franck & Nüesch (2012) on hedonic pricing models.

What age do Young Centre-Backs peak?

Defenders typically peak at age 28. In our valuation model, value then falls in widening steps rather than at a flat annual rate: around -5% at 29, -10% at 30, and -25% or more from 31. Research shows defenders balance physical attributes with tactical intelligence, allowing them to maintain high performance through their late 20s. The optimal playing time for peak performance is around 2,500 minutes per season.

How much does it cost to sign a top young centre-back from the Liga Portugal 2?

Transfer fees for Liga Portugal 2 Young Centre-Backs vary significantly based on market value, contract length, and club bargaining position. For the top-ranked young centre-back José Sampaio (market value: €600K), estimated transfer fees would range from €480K to €840K depending on contract situation. Players with longer contracts (3+ years) command premium fees (1.2-1.4× market value), while those in the final year may be available for 0.8-1.1× market value. Our fee estimates are derived from historical transfer patterns and contract-clock modifiers validated against actual Liga Portugal 2 transactions.

What is the value forecast for Liga Portugal 2 Young Centre-Backs?

Our 1-year forecast model projects market value changes for Liga Portugal 2 Young Centre-Backs based on age-curve depreciation, historical trajectory, and playing time adjustments. The forecast combines three factors: age-based appreciation/depreciation (pre-peak players compound gains toward their position's peak age, up to +25% a year through age 21 and easing as they approach it, while post-peak players fall in widening steps), market trajectory momentum (comparing current to peak value), and playing time confidence (regular starters receive +2% boost). Forecast confidence intervals account for position-specific volatility-defenders have ±10% volatility. Young players (under 22) and older players (over 32) receive 1.15× uncertainty multipliers due to unpredictable development or decline patterns.

Where does the Liga Portugal 2 young centre-back data come from?

Our Liga Portugal 2 young centre-back data is sourced from Football Analytics AI's proprietary Transfer Intelligence Database, which aggregates market valuations, player statistics, contract information, and transfer histories from multiple industry sources. Market values are updated regularly based on player performance, injuries, contract negotiations, and transfer market activity. We enhance this data with our proprietary analytics including position-specific scoring algorithms, age-performance curves calibrated to academic research, and statistical forecast models. All data is validated against official Liga Portugal 2 sources and updated monthly for the 2024-25 season to ensure accuracy for recruitment and investment decisions.