Decoupling Ulsan Hyundai FC vs Gangwon FC: Expected Goals, Defensive Resilience & Scoreline Projections
- ▸Ulsan Hyundai FC to leverage superior chance creation in a narrow 2:1 home victory (Confidence: Moderate, Value: High)
- ▸Gangwon FC to enforce a disciplined low-block stalemate resulting in a 1:1 deadlock (Confidence: Moderate, Value: Moderate)
- ▸Over 2.5 goals to cash via reciprocal transition strikes and defensive volatility (Confidence: Moderate, Value: Moderate)
Ulsan Hyundai FC's attacking superiority should dictate territory, but Gangwon FC's elite defensive resilience and league-leading draw tendency warrant backing Home Win / Draw with a primary 2:1 lean.
Matchup Intelligence & Head-to-Head
Season Benchmarks & Historical BattlesUlsan Hyundai FC Attack vs Defence Comparison Gangwon FC
Recent Head-to-Head Meetings
As the 2026 K League 1 season transitions into its decisive playoff phase, Ulsan Munsu Football Stadium sets the stage for a high-stakes Championship Group clash between second-placed Ulsan Hyundai FC and fifth-placed Gangwon FC. With a mere three points separating these two sides in the Championship standings, the central dilemma centers on whether Ulsan's high-octane attacking engine can pierce the league's most disciplined defensive structure, or whether Gangwon's resilience will once again neutralize the hosts. While Ulsan possesses proven match-winners capable of explosive final-third output, their chronic defensive lapses have repeatedly invited trouble against well-drilled transition outfits. XG Mind AI deconstructs this encounter through granular expected goals metrics, stylistic tempo tracking, and situational game-state modeling to identify where the true probabilistic value resides across full-time outcomes, goal expectations, and chronological half-time dynamics.
📌 Ulsan Hyundai FC vs Gangwon FC: Match Intelligence Brief
- Fixture ID: 1647376
- Matchup: Ulsan Hyundai FC vs Gangwon FC
- Competition: K League 1, Championship Group - Round 34
- Kickoff Time: 2026-11-01 05:00 UTC
- Key Tactical Watchpoint: Ulsan's territorial build-up against Gangwon's disciplined mid-block transition trigger.
📊 1. Ulsan Hyundai FC Attacking Structure vs Gangwon FC Defensive Counter
⚔️ Head-to-Head History: Competitive Parity in Recent Top-Flight Duels
Recent head-to-head encounters between Ulsan Hyundai FC and Gangwon FC reveal an intensely contested tactical dynamic where defensive solidity and counter-attacking efficiency have frequently disrupted historical home dominance. Over the 2025 and 2026 campaigns, Gangwon has proven capable of standing toe-to-toe with the Horang-i, turning what was once a one-sided fixture into a finely balanced strategic battle.
| Date | Competition | Home Team | Score (HT) | Away Team |
| 2026-08-16 | K League 1 | Ulsan Hyundai FC | 2:3 (1:1) | Gangwon FC |
| 2026-05-17 | K League 1 | Gangwon FC | 2:0 (1:0) | Ulsan Hyundai FC |
| 2026-02-28 | K League 1 | Ulsan Hyundai FC | 3:1 (0:0) | Gangwon FC |
| 2025-07-27 | K League 1 | Gangwon FC | 2:2 (1:1) | Ulsan Hyundai FC |
| 2024-11-01 | K League 1 | Ulsan Hyundai FC | 2:1 (1:0) | Gangwon FC |
📈 Team Form & Tactical Style Breakdown: Direct High-Volume Offense vs Pragmatic Low-Block Counter
Home Team (Ulsan Hyundai FC): Under the tactical stewardship of Kim Pan-gon, Ulsan Hyundai operates with an aggressive, vertical offensive template that prioritizes rapid box entries, aggressive wing overloads, and high-tempo counter-pressing. Through 33 league fixtures, Ulsan has generated 58.4 expected goals (1.77 xG per match) and found the net 52 times, cementing their status as one of the competition's most dangerous attacking units. Primary focal point Yago Cariello spearheads the forward line with elite box movement, while Swedish winger Gustav Ludwigson provides relentless vertical running in behind opposing full-backs. Playmaker Darijan Bojanic dictates the tempo from deep midfield zones, spraying diagonal passes that unlock compact defensive shells. However, Ulsan's commitment to committing numbers forward has left their backline exposed to sharp transitions. The Horang-i have conceded 47 goals across 33 matches with an alarming 1.48 xGA per fixture, recording just six clean sheets all season. Recent performances underscore this defensive fragility: while they edged Bucheon FC 1995 2-1 and drew 2-2 with Pohang Steelers, they suffered a chaotic 4-3 defeat against Gwangju FC and dropped points in a 2-1 loss away at FC Anyang. Ulsan's high defensive line and sluggish transitional recovery remain their primary structural flaw, leaving goalkeeper Jo Hyeon-woo repeatedly exposed in one-on-one scenarios.
Away Team (Gangwon FC): Under head coach Chung Kyung-ho, Gangwon FC has evolved into a disciplined, structured side built on collective defensive compactness and spatial control. Despite holding modest scoring numbers—registering 40 goals across 33 games with a 1.20 goals-per-match average—Gangwon's real strength lies in their structural prevention. The Bears have conceded a league-low 30 goals all season (0.90 per match) and accumulated an exceptional 14 clean sheets, limiting opponents to 1.28 xGA per contest. Anchored centrally by Montenegro international Marko Tuci and midfield orchestrator Lee Gi-hyuk, Gangwon denies space between the lines with an impenetrable 4-4-2 mid-block. In possession, they are composed and measured, averaging 52.3% possession rather than merely parking the bus. On the road, Gangwon has been remarkably resilient, posting a 6W-6D-4L record across 16 away fixtures to establish a 75.0% away unbeaten rate. Recent outings reflect their pragmatic stability, featuring a 1-1 road draw against FC Seoul, a 1-1 stalemate with Incheon United, and a 2-0 shutout victory over Bucheon FC 1995. Gangwon's league-leading total of 15 draws highlights their supreme ability to deaden games, absorb sustained territorial pressure, and salvage positive results away from home.
🔍 Core Statistical Comparison: Firepower Edge Counters Defensive Solidity Gap
Season-long performance indicators demonstrate a classic stylistic divergence: Ulsan holds a substantial edge in shot generation and expected goals output, while Gangwon commands superiority in defensive prevention, concession suppression, and overall match control.
| Metric | Ulsan Hyundai FC (Season) | Gangwon FC (Season) |
| Expected Goals (xG / match) | 1.77 | 1.43 |
| Expected Goals Against (xGA / match) | 1.48 | 1.28 |
| Average Possession (%) | 47.8% | 52.3% |
| Shots / match | 12.8 | 11.4 |
| Shots on Target / match | 4.9 | 4.1 |
| Corners Won / match | 4.3 | 5.7 |
⚠️ Key Absences & Squad Impact Assessment: No Verified Key Absences
A comprehensive evaluation of current official squad tracking and tactical reports reveals no verified key absences for either side heading into Round 34 of the K League 1 Championship Group. Both Ulsan Hyundai FC and Gangwon FC enter this pivotal fixture with their primary starting cores completely available and free of matchday disciplinary suspensions.
For the hosts, pivotal figures including goalkeeper Jo Hyeon-woo, center-back Kim Young-gwon, midfield distributor Darijan Bojanic, and primary forward Yago Cariello have participated fully in pre-match preparations. Similarly, Gangwon manager Chung Kyung-ho has a complete defensive unit at his disposal, with central stalwart Marko Tuci, midfield linchpin Lee Gi-hyuk, and versatile forward Kim Dae-won fully cleared for selection. With both managers possessing complete tactical flexibility, the contest will be decided by system execution and in-game tactical adjustments rather than personnel depletion.
⚖️ Referee & Officiating Analysis: Match Official Pending Confirmation
- Match Official: Official Appointment Pending Confirmation
- Officiating Tendency: Domestic K League 1 officiating panels in the Championship Group typically employ a strict disciplinary posture, averaging between 3.6 and 4.2 yellow cards per match while keeping foul thresholds relatively low to prevent escalating friction in playoff conditions.
- Tactical Repercussions: A conservative whistle favors Gangwon's tactical fouling in deep midfield areas, enabling them to break Ulsan's transitional momentum without conceding immediate central shooting lanes. However, strict penalty-box enforcement could punish Ulsan's aggressive recovery tackles in transition.
🤔 2. Can Gangwon FC Disrupt Ulsan Hyundai FC? Dual Perspective
🟢 Arguments Supporting Ulsan Hyundai FC
- Superior Final-Third Firepower and Shot Volume: Ulsan has consistently generated high-quality scoring opportunities, racking up 58.4 expected goals across 33 games (1.77 per match). The combined threat of Yago Cariello and Gustav Ludwigson provides the physical presence and explosive finishing required to penetrate deep defensive blocks.
- Home Munsu Dominance and Fast Recovery: At Ulsan Munsu Football Stadium, the Horang-i have secured 8 victories from 16 matches, scoring at an average of 1.63 goals per home fixture. When Ulsan manages to establish early width through overlapping full-backs, opposing low blocks often struggle to cover the half-spaces.
- Urgency in the Championship Group Hunt: Positioned 2nd on 51 points, Ulsan recognizes that dropping points at home in the Championship Group would derail their title aspirations. This motivational imperative will force Kim Pan-gon's squad to maintain an aggressive, relentless attacking posture across the entire 90 minutes.
🔴 Arguments Opposing Ulsan Hyundai FC / Supporting Gangwon FC
- Chronic Defensive Porosity and High xGA: Ulsan's backline has been breached 47 times in 33 league fixtures, surrendering 1.48 xGA per contest and keeping clean sheets in less than 20% of their games. They have conceded goals in five of their last six competitive fixtures across all competitions.
- Gangwon's Elite Structural Compactness and Draw Mastery: Gangwon's defensive organization has restricted opponents to 0.90 goals per match, producing 14 clean sheets. Having recorded 15 draws in 33 matches this season, Gangwon excels at frustrating possession-heavy favorites and turning high-pressure away trips into tight tactical stalemates.
- Proven Blueprint in Recent Head-to-Head Encounters: Gangwon has already defeated Ulsan twice during the 2026 season, including a stunning 3-2 victory at Ulsan Munsu Stadium in August. Their counter-attacking structure is built precisely to punish Ulsan's high defensive line on vertical breaks.
Contextual & Motivational Risk Assessment
This encounter carries immense contextual significance as the opening fixture of the Championship Group (Round 34). With Ulsan sitting in 2nd place on 51 points and Gangwon occupying 5th place on 48 points, a mere three points separates the two sides. Gangwon understands that avoiding defeat keeps them firmly in contention for AFC Champions League qualification berths, reinforcing their natural tactical preference for defensive conservatism and risk mitigation. For Ulsan, the pressure is immense; any failure to extract maximum points at home severely undermines their pursuit of the top spot. This psychological asymmetry frequently creates scenarios where an over-committed favorite becomes susceptible to late counter-punches or forced into settling for a point when the initial breakthrough fails to materialize.
🧠 3. Algorithmic Modeling for Ulsan Hyundai FC vs Gangwon FC
- Analytical Modeling Deployed: Independent Poisson Expected-Goal Matrix blended with venue-adjusted regression weights and K League 1 Championship Group liquidity tracking.
- Model Quantitative Insights: Inputting Ulsan's home attacking output (1.60 goals scored, 1.77 xG per match) against Gangwon's road defensive prevention (0.90 goals conceded, 1.28 xGA per match) generates a home goal expectancy lambda of 1.25. Conversely, Gangwon's offensive output (1.20 goals scored, 1.43 xG) paired with Ulsan's defensive vulnerability (1.40 goals conceded, 1.48 xGA) yields an away goal expectancy lambda of 1.30. The combined match lambda of 2.55 projects an aggregate scoring distribution leaning toward a 2-to-3 goal band. Poisson probability density allocates 39.4% to a home victory, 24.4% to a draw, and 36.2% to an away win, with both teams scoring registering a 60.0% probability.
- Market Sentiment & Professional Consensus: Quantitative market data across institutional books reflects a narrow pricing structure, pricing Ulsan as moderate home favorites in the 2.14–2.20 range, with the draw positioned at 3.30–3.40 and Gangwon trading around 3.15–3.25. Professional market intelligence shows steady support for Gangwon on positive handicap lines, acknowledging that the three-point gap in the table does not justify heavy favoritism for the hosts.
- Dynamic Line & Price Movement: Total goals lines have consolidated firmly around the 2.5-goal benchmark, with the Over 2.5 attracting balanced volume due to Ulsan's defensive porosity, while Under 2.5 retains sharp resistance backed by Gangwon's 14 clean sheets and low concession rate.
🎯 4. The Decisive Take: Ulsan Hyundai FC vs Gangwon FC Tactical Outcome
🧭 Upset Risk Assessment: Ulsan Hyundai FC enters this clash wielding the competition's second-most prolific attack with 52 goals scored and an underlying 1.77 expected goals per match, yet their vulnerability is underscored by conceding 1.48 xGA per fixture and registering just six clean sheets all season. Gangwon FC provides a formidable counterweight through defensive organization that has yielded 14 clean sheets and restricted opponents to a stingy 0.90 goals per game, establishing an impressive 75% unbeaten record across 16 away trips alongside 15 total draws. Gangwon's proven capability to absorb pressure and strike through swift transitions—having already taken points off Ulsan in recent meetings—demonstrates a repeatable blueprint to disrupt the host's rhythm. Consequently, while Ulsan's creative volume maintains a narrow edge, Gangwon's structural compactness requires the draw to be firmly integrated into the primary projection.
Final Strategic Synthesis
Weighing Ulsan's potent attacking output against their chronic backline vulnerabilities creates a match environment where a straightforward home runaway is highly improbable. Ulsan's 1.77 xG per match confirms that chances will be created through Darijan Bojanic's distribution and Yago Cariello's aerial dominance. However, Gangwon's structural discipline under Chung Kyung-ho is tailored to absorb territorial pressure and exploit the vast spaces behind Ulsan's advancing full-backs. The mathematical convergence between Ulsan's home win potential and Gangwon's 45.5% season draw frequency strongly dictates a compound selection favoring the hosts while thoroughly protecting against the stalemate.
- ⭐⭐ AI Confidence Rating: Moderate
🔑 4.1 Core Analytical Viewpoints
Following comprehensive synthesis across quantitative models and tactical intelligence, XG Mind AI identifies the core thesis below as the most balanced probabilistic trajectory for this encounter. All projections represent statistical estimates for research purposes, and readers are encouraged to evaluate tactical context independently.
- Primary Thesis (Core): Home Win / Draw (Ulsan holds the attacking superiority to secure a narrow 2:1 victory, but Gangwon's league-leading 15 draws and 75% away unbeaten record mandate draw coverage) (Confidence: Moderate, Value Index: High)
- Secondary Angle (Value): Over 2.5 Goals (Ulsan's defensive porosity with 1.48 xGA combined with high-tempo counter transitions heavily favors a 3-goal threshold) (Confidence: Moderate, Value Index: Moderate)
- Contingency Angle (Hedge / Upset): 1:1 Scoreline Stalemate (Gangwon's compact mid-block successfully absorbs home pressure to grind out their 16th draw of the campaign) (Confidence: Moderate, Value Index: Moderate)
Strategic Summary: The pairing of Home Win and Draw covers the two most realistic tactical scenarios: a hard-fought 2:1 home breakthrough driven by Ulsan's offensive depth, or a 1:1 stalemate orchestrated by Gangwon's elite defensive structure.
Core Recommendation: Back Home Win / Draw as the primary risk-adjusted outcome, anchoring the scoreline projection around 2:1 and 1:1.
🔥 4.2 Total Goals & Over/Under 2.5 Projection
1️⃣ Primary Goal Count: 3 Goals (Model Probability: 22.4%)
- Tactical Deduction: A 3-goal total represents the natural statistical convergence between Ulsan's attacking firepower and their defensive vulnerability. Ulsan scores 1.60 goals per match while conceding 1.40, and their last five consecutive fixtures have all cleared the 2.5-goal threshold. With Gangwon possessing sharp counter-attacking avenues through Kim Dae-won to exploit Ulsan's high defensive line, a game state featuring reciprocal scoring (2:1) is the most probable trajectory.
2️⃣ Secondary Goal Count: 2 Goals (Model Probability: 22.6%)
- Tactical Deduction: Should Gangwon succeed in slowing down the tempo and locking down the central channels with Marko Tuci, the match will compress into a grinding tactical standoff. Under this lower-tempo branch, a tightly contested 1:1 draw emerges as the dominant alternative game state.
3️⃣ Over / Under 2.5 Quantitative Deduction: Over 2.5 (Model/Market Supported)
- Tactical & Liquidity Rationale: While Gangwon's season-long statistics reflect defensive solidity (0.90 conceded per game), Ulsan's matches have been extraordinarily open, averaging 3.00 total goals per game with 1.48 xGA conceded. Furthermore, four of the last five head-to-head meetings between these two clubs have produced Over 2.5 goals (including scorelines of 3-2, 3-1, 2-2, and 2-1). The 60.0% probability baseline for both teams scoring reinforces that a 2:1 outcome is far more likely than a low-scoring 1:0 or 2:0 home shutout.
🥅 4.3 Final Scoreline Probability Matrix
1️⃣ Primary Projected Scoreline: 2:1 (Model Density: 8.6%)
- Matrix Reasoning: A 2:1 victory for Ulsan Hyundai FC perfectly captures the tactical balance of this contest. Ulsan's relentless attacking pressure at Munsu Stadium should eventually generate two breakthroughs via Yago Cariello and Gustav Ludwigson. However, Ulsan's inability to maintain defensive structure during transitional phases will allow Gangwon to snatch a counter-attacking goal, preventing a clean sheet and settling the score at 2:1.
2️⃣ Secondary Projected Scoreline: 1:1 (Model Density: 11.3%)
- Matrix Reasoning: The 1:1 scoreline reflects the primary defensive script where Gangwon's compact 4-4-2 block suffocates Ulsan's central passing lanes. Gangwon has drawn 15 of their 33 matches this season, frequently neutralizing higher-ranked opposition by converting matches into low-possession wars of attrition. If Ulsan fails to convert their initial first-half chances, Gangwon possesses the tactical discipline to hold firm for a 1:1 share of the points.
⏳ 4.4 Half-Time / Full-Time Trend Probabilities
1️⃣ Primary Trend: Draw-Win (Model Probability: 26.5%)
- Script Reasoning: Chronological goal-timing data strongly supports a level first half followed by a second-half home breakthrough. Ulsan scores only 28.6% of their home goals in the opening 45 minutes, with 71.4% arriving after the interval. Gangwon enters matches with extreme caution, registering a 43.8% first-half draw rate on the road. As Gangwon's defenders tire in the final 30 minutes, Ulsan's superior bench depth and attacking quality should tilt the contest into a full-time victory.
2️⃣ Secondary Trend: Draw-Draw (Model Probability: 22.0%)
- Script Reasoning: Gangwon's road statistics reveal an astonishing 71.4% conversion rate from half-time draws into full-time draws (Draw-Draw has occurred five times in 16 away matches). If the visitors enter the dressing room level at the break, their confidence to execute a low-block shutdown increases exponentially, making a sustained Draw-Draw scenario the most compelling secondary progression. We do not select Win-Win because Ulsan's patient, second-half-heavy scoring cadence rarely produces early runaway leads against disciplined opposition.
⏳ 4.5 Match Progression & Live Tactical Scripts
- Attacking & Defensive Tempo Fingerprint:
- Ulsan Hyundai FC Attacking Profile: Type B (Late Accelerators) — Ulsan deliberately circulates possession in the opening half-hour to wear down opposing defensive structures before accelerating vertical tempo and crossing frequency during the 60–90 minute window.
- Gangwon FC Defensive Vulnerability: Late Fatigue in Wide Channels — Gangwon's lateral shifting remains disciplined for an hour, but sustained switches of play eventually create crossing pockets from which cut-backs can be converted.
Part 1: Base Case Match Flow (Standard Trajectory)
- 0–30 Minutes: Ulsan establishes immediate territorial control, pinning Gangwon into their defensive third with 60% possession. Gangwon remains ultra-compact in a low-to-mid block, denying vertical passes into Yago Cariello and forcing Ulsan to recycle possession backwards.
- 30–60 Minutes: The game opens up slightly as Gangwon begins launching selective counter-attacks. An evenly matched contest produces opportunities at both ends, with both sides likely heading into the break level at 0:0 or 1:1.
- 60–90 Minutes: Kim Pan-gon introduces fresh attacking personnel from the bench, intensifying pressure on Gangwon's flanks. Ulsan capitalizes on a defensive lapse to take a 2:1 lead around the 75th minute, subsequently managing the closing stages against Gangwon's direct aerial desperation.
- 📊 Baseline Projections:
- Goal Expectancy Flow: 0.8 expected goals in the first half; 1.7 expected goals in the second half.
- Corner Trajectory: Steady progression reaching 9–10 total corners, with Ulsan generating the majority from deflected crosses.
Part 2: Tactical Contingency Plans (Strategic Deviations)
- Contingency Scenario 1: Frustrated Favorite
- Trigger Condition: Scoreless 0:0 at the 65th minute despite Ulsan registering over 65% possession and multiple missed half-chances.
- Tactical Deviation: Ulsan commits both full-backs high and transitions into an all-out 3-1-6 attacking shape. This opens severe transitional exposure, dramatically elevating Gangwon's counter-attack probability while causing total corner counts to surge.
- Corner Volume Alert: High (>11.5 corners).
- Contingency Scenario 2: Early Blitz & Defensive Chill
- Trigger Condition: Ulsan scores within the opening 20 minutes via a set-piece or individual brilliance from Yago Cariello.
- Tactical Deviation: Gangwon is forced to abandon their conservative shell earlier than planned, pressing higher and opening vertical transitional lanes for Ulsan's wingers. The match transforms into an open, high-variance contest favoring a 3:1 or 3:2 final scoreline.
- Corner Volume Alert: Moderate (8.5–10.5 corners).
🚩 4.6 Set-Piece Battle Preview
- Dead-Ball Threat Level: Elevated
- Tactical Breakdown: Ulsan possesses significant aerial prowess through Yago Cariello and central defenders Kim Young-gwon, creating substantial danger from out-swinging corner deliveries. Gangwon counters with the aerial authority of Marko Tuci, but has occasionally struggled defending the second ball on chaotic set-piece scrambles.
🚩 4.7 Corner & Dead-Ball Dynamics Preview
- Corner Volume Expectation: Neutral (8.5–10.5)
- Tactical Rationale: Ulsan averages 4.3 corners won per match, while Gangwon averages 5.7 corners. Because Ulsan's primary attacking avenues involve wing overloads and cut-backs from Ludwigson, blocked crosses will generate 5–6 home corners, while Gangwon's direct breaks should supply 3–4 corner opportunities.
💬 Reader Engagement & Tactical Debate
Can Gangwon FC's league-leading defensive structure withstand Ulsan's second-half attacking surge at Munsu Stadium, or will the Bears' remarkable penchant for draws once again frustrate the Horang-i in this Championship Group showdown? Share your scoreline predictions and tactical views in the comments below!
❓ Frequently Asked Questions (FAQ)
Q1: What is the most probable outcome for Ulsan Hyundai FC vs Gangwon FC?
A: The most balanced quantitative projection is Home Win / Draw, with a primary lean toward a 2:1 Ulsan Hyundai FC victory. Ulsan's home attacking output (1.77 xG per game) gives them the edge, but Gangwon's league-high 15 draws make the draw an essential hedge.
Q2: What are the primary projected scoreline and total goals outlook?
A: The primary projected scoreline is 2:1 in favor of Ulsan, closely shadowed by an alternative 1:1 stalemate. The total goals outlook firmly favors the 2-to-3 goal band, supporting an Over 2.5 goals position due to Ulsan's porous defense (1.48 xGA per match).
Q3: What is the single biggest tactical x-factor in this match?
A: The defining tactical battle is Ulsan's defensive transitional rest-defense against Gangwon's counter-attacking triggers. Because Ulsan pushes high numbers forward, any turnover forced by Gangwon's mid-block offers an immediate scoring lane against a vulnerable home backline.
Q4: How do the advanced metrics compare to the market price?
A: Market odds price Ulsan around 2.15, which slightly overestimates their defensive stability against a Gangwon side that holds 14 clean sheets and a 75% away unbeaten record. Backing the compound Home Win / Draw captures substantial statistical value by accounting for Gangwon's proven ability to salvage draws.
Key Players to Watch
MF
FW
DF
MF
DF
FW
Ulsan Hyundai FC
Gangwon FC
More K League 1 Matches & Intelligence
Pohang Steelers
FC Seoul
Gwangju FC
Jeonbuk Motors
Ulsan Hyundai FC Past Reports Recent Settled Archive
Gangwon FC Past Reports Recent Settled Archive
This report was generated by an AI model before kickoff using the data package available at publication time. It is preserved unchanged after settlement as a permanent archive. Model outputs are statistical estimates, not guarantees.