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Under 23 · Liga Portugal · 2026-27

Best U23 Young Left-Backs in the Liga Portugal

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

Best Young Left-Backs in the Liga Portugal (Jul 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

Samuel Dahl

SL Benfica23 years old

7.8M

9.0M

+15.6%

8.6M10.5M

Expected: €9.5M

60.5

#2

Chissumba

FC Alverca21 years old

4.3M

5.0M

+15.6%

5.1M6.4M

Expected: €5.7M

52.2

#3

Arnau Solà

FC Arouca23 years old

432K

500K

+15.6%

476K582K

Expected: €529K

20.2

#5

Tiago Parente

GD Estoril Praia22 years old

432K

500K

+15.6%

496K606K

Expected: €551K

19.8

#4

Guilherme Montóia

CF Estrela Amadora22 years old

432K

500K

+15.6%

496K606K

Expected: €551K

19.8

#6

Tiago Parente

SL Benfica20 years old

432K

500K

+15.6%

527K664K

Expected: €595K

19.0

#8

Ricardo Fernandes

GD Estoril Praia23 years old

259K

300K

+15.6%

286K349K

Expected: €318K

13.7

#7

Hélder Sá

Rio Ave FC23 years old

259K

300K

+15.6%

286K349K

Expected: €318K

13.7

#9

Augusto Dabó

Boavista FC22 years old

259K

300K

+15.6%

298K364K

Expected: €331K

13.3

#10

Diogo Costa

FC Famalicão23 years old

216K

250K

+15.6%

238K291K

Expected: €265K

11.4

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Market Intelligence

Explore Market Size by Position in Liga Portugal

Interactive bubble chart showing predicted 2-year growth vs current age for all Liga Portugal Young Left-Backs. Identify undervalued assets and track market momentum across 8 clubs with €17.2M combined value.

10
Players Tracked

Age Distribution: Liga Portugal Young Left-Backs

The Liga Portugal LB market shows 2 distinct age segments, with the largest cohort in the 21-23 bracket (9 players, 90% of market). The 21-23 age group holds the most value at €16.7M, averaging €1.9M per player.

U21 years1 players (10%)
500KAvg: €500K
Top player: Tiago Parente (€500K)
21-23 years9 players (90%)
16.7MAvg: €1.9M
Top player: Samuel Dahl (€9.0M)

Top Young Left-Backs by Age Bracket

U21 Years (1 players)

1. Tiago Parente(20yo)
500K

21-23 Years (9 players)

1. Samuel Dahl(23yo)
9.0M
2. Chissumba(21yo)
5.0M
3. Arnau Solà(23yo)
500K
4. Tiago Parente(22yo)
500K
5. Guilherme Montóia(22yo)
500K

Market Value Distribution

Elite Tier Concentration

52%of market value

The top 1 Young Left-Backs (10% of players) control €9.0M

1. Samuel Dahl9.0M

Market Tiers

Mid (€5-15M)2 players (20%)
14.0M
Emerging (<€5M)8 players (80%)
3.1M

Market structure shows distributed value with mid (€5-15m) tier representing 20% of the Liga Portugal LB pool.

Mid (€5-15M)

1. Samuel Dahl
SL Benfica9.0M
2. Chissumba
FC Alverca5.0M

Emerging (<€5M)

1. Arnau Solà
FC Arouca500K
2. Tiago Parente
GD Estoril Praia500K
3. Guilherme Montóia
CF Estrela Amadora500K
4. Tiago Parente
SL Benfica500K
5. Ricardo Fernandes
GD Estoril Praia300K

Club Distribution: Liga Portugal Young Left-Backs

Among 8 Liga Portugal clubs, SL Benfica leads with 2 Young Left-Backs worth €9.5M (averaging €4.8M per player). The top 10 clubs account for 100% of tracked Young Left-Backs.

#1
SL Benfica
2 players • €9.5M
#2
FC Alverca
1 players • €5.0M
#3
GD Estoril Praia
2 players • €800K
#4
FC Arouca
1 players • €500K
#5
CF Estrela Amadora
1 players • €500K
#6
Rio Ave FC
1 players • €300K
#7
Boavista FC
1 players • €300K
#8
FC Famalicão
1 players • €250K

SL Benfica (2 Young Left-Backs)

Samuel Dahl(23yo)
9.0M
Tiago Parente(20yo)
500K

FC Alverca (1 Young Left-Backs)

Chissumba(21yo)
5.0M

GD Estoril Praia (2 Young Left-Backs)

Tiago Parente(22yo)
500K
Ricardo Fernandes(23yo)
300K

FC Arouca (1 Young Left-Backs)

Arnau Solà(23yo)
500K

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)

SL Benfica's Samuel Dahl at 23 years old has the highest Pre-Peak Value Efficiency at 18.00×. That means Samuel Dahl is valued 18.00× higher than the median player in the 21-23 age bracket-representing exceptional value before reaching peak age.

In second is FC Alverca's Chissumba, who is 21 years old, with a 10.00× PPVE. Third is Tiago Parente of SL Benfica, who is 20 years old with a 1.00× 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 18.00× means the player is worth 1700% more than typical players their age-making them high-value targets before they reach peak value.

PPVE by Age Bracket

Samuel DahlSL Benfica
21-23 • 23yo18.00×
€9.0M • 1700% above median
ChissumbaFC Alverca
21-23 • 21yo10.00×
€5.0M • 900% above median
Tiago ParenteSL Benfica
U21 • 20yo1.00×
€500K • 0% above median
Guilherme MontóiaCF Estrela Amadora
21-23 • 22yo1.00×
€500K • 0% above median
Arnau SolàFC Arouca
21-23 • 23yo1.00×
€500K • 0% above median
Tiago ParenteGD Estoril Praia
21-23 • 22yo1.00×
€500K • 0% above median
Augusto DabóBoavista FC
21-23 • 22yo0.60×
€300K • -40% above median
Hélder SáRio Ave FC
21-23 • 23yo0.60×
€300K • -40% above median
Ricardo FernandesGD Estoril Praia
21-23 • 23yo0.60×
€300K • -40% above median
Diogo CostaFC Famalicão
21-23 • 23yo0.50×
€250K • -50% above median
RankPlayerAgeBracketCurrent ValueBracket MedianPPVE
#1
Samuel Dahl
SL Benfica
2321-239.0M500K18.00×
#2
Chissumba
FC Alverca
2121-235.0M500K10.00×
#3
Tiago Parente
SL Benfica
20U21500K500K1.00×
#4
Guilherme Montóia
CF Estrela Amadora
2221-23500K500K1.00×
#5
Arnau Solà
FC Arouca
2321-23500K500K1.00×
#6
Tiago Parente
GD Estoril Praia
2221-23500K500K1.00×
#7
Augusto Dabó
Boavista FC
2221-23300K500K0.60×
#8
Hélder Sá
Rio Ave FC
2321-23300K500K0.60×
#9
Ricardo Fernandes
GD Estoril Praia
2321-23300K500K0.60×
#10
Diogo Costa
FC Famalicão
2321-23250K500K0.50×

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)

SL Benfica's Tiago Parente at 20 years old has the highest Return-to-Peak Potential at +40%. That means Tiago Parente is projected to appreciate 40% as they reach their peak age in 6 years-representing significant upside before entering their prime.

In second is FC Alverca's Chissumba, who is 21 years old, with a +35% RPP (5 years to peak). Third is Guilherme Montóia of CF Estrela Amadora, 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 40% RPP means the player is expected to gain 40% value as they enter their prime-making them excellent growth investments.

Recovery Potential by Player

Tiago ParenteSL Benfica
6yr to peak+40%
500K831K
ChissumbaFC Alverca
5yr to peak+35%
5.0M7.7M
Guilherme MontóiaCF Estrela Amadora
4yr to peak+30%
500K719K
Tiago ParenteGD Estoril Praia
4yr to peak+30%
500K719K
Augusto DabóBoavista FC
4yr to peak+30%
300K431K
Hélder SáRio Ave FC
3yr to peak+25%
300K401K
Arnau SolàFC Arouca
3yr to peak+25%
500K668K
Ricardo FernandesGD Estoril Praia
3yr to peak+25%
300K401K
Diogo CostaFC Famalicão
3yr to peak+25%
250K334K
Samuel DahlSL Benfica
3yr to peak+25%
9.0M12.0M
RankPlayerAgeYears to PeakCurrentPeak ForecastRPP %
#1
Tiago Parente
SL Benfica
206500K831K+40%
#2
Chissumba
FC Alverca
2155.0M7.7M+35%
#3
Guilherme Montóia
CF Estrela Amadora
224500K719K+30%
#4
Tiago Parente
GD Estoril Praia
224500K719K+30%
#5
Augusto Dabó
Boavista FC
224300K431K+30%
#6
Hélder Sá
Rio Ave FC
233300K401K+25%
#7
Arnau Solà
FC Arouca
233500K668K+25%
#8
Ricardo Fernandes
GD Estoril Praia
233300K401K+25%
#9
Diogo Costa
FC Famalicão
233250K334K+25%
#10
Samuel Dahl
SL Benfica
2339.0M12.0M+25%

Risk-Adjusted Upside (RAU)

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

Understanding Risk-Adjusted Upside (RAU)

SL Benfica's Tiago Parente has the highest Risk-Adjusted Upside at 69.6. That means Tiago Parente has 19% upside potential with only 0% forecast uncertainty-representing excellent risk-reward for value appreciation.

In second is FC Alverca's Chissumba with a 55.6 RAU (15% upside, 0% uncertainty). Third is Guilherme Montóia of CF Estrela Amadora with a 46.5 RAU (10% upside, 0% uncertainty).

How RAU is calculated: RAU divides upside potential by forecast uncertainty (RAU = Upside % ÷ Uncertainty %). A RAU of 69.6 means the upside is 69.6× greater than the uncertainty-making it a high-confidence growth opportunity. Target RAU ≥2.0 for balanced risk-reward.

Risk-Adjusted Upside by Player

Tiago ParenteSL Benfica
19% / ±0%69.6
Range: €527K - €664K
ChissumbaFC Alverca
15% / ±0%55.6
Range: €5.1M - €6.4M
Guilherme MontóiaCF Estrela Amadora
10% / ±0%46.5
Range: €496K - €606K
Tiago ParenteGD Estoril Praia
10% / ±0%46.5
Range: €496K - €606K
Augusto DabóBoavista FC
10% / ±0%46.5
Range: €298K - €364K
Hélder SáRio Ave FC
6% / ±0%27.6
Range: €286K - €349K
Ricardo FernandesGD Estoril Praia
6% / ±0%27.6
Range: €286K - €349K
Samuel DahlSL Benfica
6% / ±0%27.6
Range: €8.6M - €10.5M
Arnau SolàFC Arouca
6% / ±0%27.6
Range: €476K - €582K
Diogo CostaFC Famalicão
6% / ±0%27.6
Range: €238K - €291K
RankPlayerExpectedRangeUpside %RAU
#1
Tiago Parente
SL Benfica
595K527K-664K+19%69.6
#2
Chissumba
FC Alverca
5.7M5.1M-6.4M+15%55.6
#3
Guilherme Montóia
CF Estrela Amadora
551K496K-606K+10%46.5
#4
Tiago Parente
GD Estoril Praia
551K496K-606K+10%46.5
#5
Augusto Dabó
Boavista FC
331K298K-364K+10%46.5
#6
Hélder Sá
Rio Ave FC
318K286K-349K+6%27.6
#7
Ricardo Fernandes
GD Estoril Praia
318K286K-349K+6%27.6
#8
Samuel Dahl
SL Benfica
9.5M8.6M-10.5M+6%27.6
#9
Arnau Solà
FC Arouca
529K476K-582K+6%27.6
#10
Diogo Costa
FC Famalicão
265K238K-291K+6%27.6

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 left-back position shows weak 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

Samuel Dahl+2.61
Chissumba+1.18
Arnau Solà+-0.44
Tiago Parente+-0.44
Guilherme Montóia+-0.44

Lowest Z-Scores

Diogo Costa-0.52
Augusto Dabó-0.51
Hélder Sá-0.51
Ricardo Fernandes-0.51
Tiago Parente-0.44

Age-Share Concentration (ASC)

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

Understanding Age-Share Concentration (ASC)

Boavista FC's Augusto Dabó in the 21-23 age bracket has the highest Age-Share Concentration at +7.1%. That means Samuel Dahl captures 97.1% of total market value while representing only 90.0% of players in their age group-showing dominant elite status.

In second is Rio Ave FC's Hélder Sá with a +7.1% ASC (97.1% value share vs 90.0% player share in 21-23 bracket). Third is Guilherme Montóia of CF Estrela Amadora with a +7.1% ASC (97.1% value vs 90.0% players in 21-23 bracket).

How ASC is calculated: ASC = (% of total value) - (% of total players) in age bracket. A +7.1% ASC means the player captures 7.1% more market value than their numerical representation-indicating marquee status. ASC > +15% = elite dominance, ASC < -15% = potential value targets.

Value Concentration by Player

Augusto DabóBoavista FC
21-23+7.1%
97.1% value share / 90.0% player share
Hélder SáRio Ave FC
21-23+7.1%
97.1% value share / 90.0% player share
Guilherme MontóiaCF Estrela Amadora
21-23+7.1%
97.1% value share / 90.0% player share
Samuel DahlSL Benfica
21-23+7.1%
97.1% value share / 90.0% player share
Arnau SolàFC Arouca
21-23+7.1%
97.1% value share / 90.0% player share
Ricardo FernandesGD Estoril Praia
21-23+7.1%
97.1% value share / 90.0% player share
ChissumbaFC Alverca
21-23+7.1%
97.1% value share / 90.0% player share
Tiago ParenteGD Estoril Praia
21-23+7.1%
97.1% value share / 90.0% player share
Diogo CostaFC Famalicão
21-23+7.1%
97.1% value share / 90.0% player share
Tiago ParenteSL Benfica
U21-7.1%
2.9% value share / 10.0% player share
RankPlayerAge BracketValue SharePlayer ShareASC
#1
Augusto Dabó
Boavista FC
21-2397.1%90.0%+7.1%
#2
Hélder Sá
Rio Ave FC
21-2397.1%90.0%+7.1%
#3
Guilherme Montóia
CF Estrela Amadora
21-2397.1%90.0%+7.1%
#4
Samuel Dahl
SL Benfica
21-2397.1%90.0%+7.1%
#5
Arnau Solà
FC Arouca
21-2397.1%90.0%+7.1%
#6
Ricardo Fernandes
GD Estoril Praia
21-2397.1%90.0%+7.1%
#7
Chissumba
FC Alverca
21-2397.1%90.0%+7.1%
#8
Tiago Parente
GD Estoril Praia
21-2397.1%90.0%+7.1%
#9
Diogo Costa
FC Famalicão
21-2397.1%90.0%+7.1%
#10
Tiago Parente
SL Benfica
U212.9%10.0%-7.1%

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: 1 immediate targets, 9 standard acquisitions, 0 watch-list prospects, 0 at peak.

BUY NOW - High Upside

Tiago Parente
20yo • SL Benfica
500K

WATCH LIST - High Upside

No players in this category

BUY NOW - Medium Upside

Samuel Dahl
23yo • SL Benfica
9.0M
Chissumba
21yo • FC Alverca
5.0M
Arnau Solà
23yo • FC Arouca
500K
Tiago Parente
22yo • GD Estoril Praia
500K
Guilherme Montóia
22yo • CF Estrela Amadora
500K
Ricardo Fernandes
23yo • GD Estoril Praia
300K
Hélder Sá
23yo • Rio Ave FC
300K
Augusto Dabó
22yo • Boavista FC
300K
Diogo Costa
23yo • FC Famalicão
250K

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 €9.0M. 0 undervalued, 0 premium.

Value Positioning vs Peers

ChissumbaFC Alverca
5.0M-1.00
Fair value
Diogo CostaFC Famalicão
250K-0.25
Fair value
Augusto DabóBoavista FC
300K0.00
Fair value
Tiago ParenteSL Benfica
500K0.00
Fair value
Hélder SáRio Ave FC
300K0.00
Fair value
Samuel DahlSL Benfica
9.0M0.00
Fair value
Ricardo FernandesGD Estoril Praia
300K0.00
Fair value
Guilherme MontóiaCF Estrela Amadora
500K+1.00
Fair value
Arnau SolàFC Arouca
500K+1.00
Fair value
Tiago ParenteGD Estoril Praia
500K+1.00
Fair value
PlayerMarket ValuePosition MedianZ-ScoreAssessment
Chissumba
FC Alverca
5.0M500K-1.00Good Value
Diogo Costa
FC Famalicão
250K500K-0.25Fair Value
Augusto Dabó
Boavista FC
300K500K0.00Fair Value
Tiago Parente
SL Benfica
500K500K0.00Fair Value
Hélder Sá
Rio Ave FC
300K500K0.00Fair Value
Samuel Dahl
SL Benfica
9.0M500K0.00Fair Value
Ricardo Fernandes
GD Estoril Praia
300K500K0.00Fair Value
Guilherme Montóia
CF Estrela Amadora
500K500K+1.00Above Market
Arnau Solà
FC Arouca
500K500K+1.00Above Market
Tiago Parente
GD Estoril Praia
500K500K+1.00Above Market

Market Overview: Liga Portugal Young Left-Backs 2026-27

Our database tracked 10 Liga Portugal Young Left-Backs in the 2026-27 season, representing 8 clubs with a combined market value of €17.2M. The average market value for Liga Portugal Young Left-Backs was €1.7M, with the average age at 22 years old.

The most valuable young left-back in the Liga Portugal was Samuel Dahl, worth €9.0M and played for SL Benfica at 23 years old. The top 5 Young Left-Backs averaged €3.1M in market value, including Chissumba and Arnau Solà.

Age distribution showed the youngest tracked young left-back was Tiago Parente (20 years, SL Benfica, €500K), while the oldest was Samuel Dahl (23 years, SL Benfica, €9.0M). Research shows Young Left-Backs typically peak at age 27.

Historical analysis showed 10 Young Left-Backs (100%) 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 market for Young Left-Backs remained actively developing with emerging talent in the 2026-27 season.

How We Rank Liga Portugal Young Left-Backs

Our Analytical Strength Index is calibrated specifically for young left-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 LB

Historical Achievement Index (35%)

Peak career market value for Liga Portugal young left-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 young left-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 27 with 5.0%/year decline rate. Pre-peak players score higher on development trajectory.

Competition Level Adjustment (3%)

Liga Portugal 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.

LB Performance Benchmarks

Peak Age: 27 years (balance of physicality and tactical intelligence)

Decline Rate: 5.0% per year (moderate decline as 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: Defender -5.0%/year post-peak, +5%/year pre-peak

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 left-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 Young Left-Backs in the 2026-27 season

Who are the most valuable Young Left-Backs in the Liga Portugal in 2026-27?

The most valuable young left-back in the Liga Portugal in 2026-27 is Samuel Dahl, who is worth €9.0M and plays for SL Benfica. The second most valuable is Chissumba (€5.0M, FC Alverca), followed by Arnau Solà (€500K, FC Arouca). Our database tracks 10 Liga Portugal Young Left-Backs with comprehensive market valuations updated for the 2026-27 season.

How are Liga Portugal Young Left-Backs ranked?

Liga Portugal Young Left-Backs are ranked by our proprietary Analytical Strength Index, which is specifically calibrated for Young Left-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 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 Left-Backs peak?

Defenders typically peak at age 27, with a decline rate of 5.0% per year after peak. 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 left-back from the Liga Portugal?

Transfer fees for Liga Portugal Young Left-Backs vary significantly based on market value, contract length, and club bargaining position. For the top-ranked young left-back Samuel Dahl (market value: €9.0M), estimated transfer fees would range from €7.2M to €12.6M 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 transactions.

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

Our 1-year forecast model projects market value changes for Liga Portugal Young Left-Backs based on age-curve depreciation, historical trajectory, and playing time adjustments. The forecast combines three factors: age-based appreciation/depreciation (pre-peak players gain ~5% per year toward peak age, post-peak players decline at position-specific rates), 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 young left-back data come from?

Our Liga Portugal young left-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 sources and updated monthly for the 2026-27 season to ensure accuracy for recruitment and investment decisions.