Energy Price Surge Puts Ramaco Resources in a Prime Position

Rising commodities amid tighter monetary policy create a favorable tailwind for METC

METC Ramaco Resources, Inc.

In this report

01

Economic Snapshot

Current readings, macro dashboard, outlook

P. 2

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02

Historical Context & Fundamentals

Rates, inflation, GDP, employment, company snapshot & trends

P. 3-5

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03

Macro Sensitivity

Methodology, regression, classification, sensitivity profile, implications

P. 6-10

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04

Event Response

FOMC, CPI, NFP reactions, distributions, persistence

P. 11-13

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05

Regimes & Cycles

Current regime, historical performance, cycle phase

P. 14-17

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06

Peer Comparison

Sensitivity vs peers, positioning

P. 18-19

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07

Timing & Persistence

Lead-lag analysis, cross-correlation, persistence, methodology

P. 20-23

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08

Stress Testing & Summary

Scenarios, impact analysis, methodology, takeaways

P. 24-27

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Macroeconomic Context

The Economic Snapshot

Where the Economy Stands Today

The effective Fed Funds rate at 3.63% sits well above its 20‑year average of 2.06%, placing monetary policy in a tightening stance that compresses equity valuations, especially for capital‑intensive miners reliant on cheap financing.
Long‑term yields are elevated (10‑yr Treasury 4.47% vs 2.71% avg), signaling higher cost of debt and lower present value of future cash flows; the 30‑yr mortgage at 6.48% underscores a broad-based rate environment that is unlikely to ease quickly.
Core inflation remains sticky at 3.0% YoY, only marginally below its 20‑year mean, while headline CPI has risen to 3.9%, keeping real disposable income constrained and dampening demand for construction materials that drive steel consumption.
Real GDP growth has slipped to 1.6%, far beneath the historical average of 2.64% and now in the bottom quintile, indicating a slowdown in industrial activity that directly curtails steel orders.
Unemployment is modestly low at 4.3% (near historic median) but consumer sentiment has plunged to 49.8 – the lowest decile on record – suggesting weak downstream demand despite a stable labor market.

Highlight

The combination of persistently high real rates (Fed Funds +2‑year Treasury ≈7.6%) and sub‑par GDP growth creates a ‘real rate shock’ that raises financing costs while shrinking the macro tailwind for steel, making any upside in METC’s stock highly dependent on cost‑discipline rather than demand expansion.

Economic & Company Trends

Historical Context

Monetary Policy & Inflation

Real Economy & Consumer

Key Indicators Summary

Economic & Company Trends

METC — Company Snapshot

Key Fundamentals at a Glance

Revenue has collapsed by 20.5% YoY, an acceleration that mirrors the contraction in industrial output and highlights METC's exposure to cyclical steel demand.
Operating margin has narrowed to -20.0%, down from a historical range of -10% to -15%; the steepening spread between operating costs and revenue reflects both lower pricing power and higher energy/input costs driven by elevated commodity prices.
Free cash flow is deeply negative (-214%), indicating that the firm cannot self‑fund its capital needs and will rely on external financing at a time when borrowing costs are near historic highs.
Return on equity remains modestly negative at -4.2% but has been flat, suggesting that management’s capital allocation efficiency has not deteriorated further despite worsening top‑line dynamics.
Despite the fundamentals, the stock posted an 81.7% gain over the past year, implying a speculative rally possibly fueled by expectations of a commodity price rebound rather than underlying earnings strength.

Watch Out

A further 100bp rise in the 2‑year Treasury (currently 4.05%) would lift METC's weighted average cost of capital by roughly 0.6%, eroding its already thin operating margin and potentially triggering covenant breaches given its negative free cash flow; this rate risk is amplified by limited hedging capacity in a high‑debt, low‑cash balance sheet.

Economic & Company Trends

METC — Fundamental Trends

Growth & Margins

Returns & Earnings

Key Metrics Summary

Macro Sensitivity & Exposure

METC — Methodology & Data

This section uncovers how Ramaco Resources' (METC) revenue growth reacts to key macro forces over the 2015‑2026 horizon. Understanding these sensitivities is essential because METC’s medium cyclicality and low pricing power make its top line highly vulnerable to shifts in inflation, consumer demand, and broader economic activity.

Methodology

Step 1: Aligned Data Sample

Macro Sensitivity & Exposure

METC — Regression & Classification

Step 2: Regression Results

Level (β Level): Sensitivity when macro variable IS high Change (β Change): Sensitivity when macro variable is RISING Sign Stability: % of rolling windows with same coefficient sign

Step 3: Classification Logic

Sign stability exceeds 80% for consumer and change dimensions, providing reasonable confidence, while CPI and GDP level sensitivities are less stable (60%).

Macro Sensitivity & Exposure

METC — Level vs Change Sensitivity

Step 4: Level vs Change Sensitivity (Fundamentals)

Level: Performance in high-X environments | Change: Performance when X is rising

Macro Sensitivity & Exposure

METC — Sensitivity Profile

Ramaco Resources is a medium‑cyclical, inflation‑sensitive miner whose earnings ebb with consumer sentiment and GDP trends.

Macro Sensitivity Coefficients

Bar values = average of level and change coefficients across all targets for each macro variable.

Exposure Classification

Company Traits

The regression reveals a moderate negative CPI exposure (sign stability 60% for level, 100% for change) despite low pricing power (27/100), indicating that higher price levels compress margins because METC cannot fully pass costs to buyers. Consumer sentiment also drags revenue (moderate negative, sign stability 80% both level and change), reflecting the medium labor intensity of its operations which tie demand to discretionary spending. Conversely, GDP shows a strong positive link (high strength, stable confidence; sign stability 60% for level, 100% for change), consistent with METC’s medium duration exposure—economic expansions boost commodity demand and extend project pipelines.

Key Macro Exposures

Inflation exposure: moderate negative β (level) with 60% sign stability; higher CPI erodes real revenue because low pricing power limits pass‑through.
Consumer exposure: moderate negative β (both level and change) with 80% sign stability; weaker consumer confidence reduces demand for METC’s output.
GDP exposure: strong positive β (level) with 60% sign stability; GDP growth lifts commodity prices and project activity, benefiting revenue.

Macro Sensitivity & Exposure

METC — Implications

Scenario Analysis

In a tightening inflation environment (rising CPI), METC’s revenues are expected to contract as cost pressures outweigh its limited pricing power. Conversely, a slowdown in consumer spending while GDP remains robust could partially offset the negative consumer impact by sustaining overall demand for commodities.

Macro Risks

Rising CPI: moderate‑negative β combined with low pricing power means each 1% increase in inflation could shave ~0.3‑0.5pp off revenue growth, a material hit given thin margins.

Weakening consumer sentiment: the 80% stable negative β suggests that a 10‑point drop in consumer confidence index may depress revenue by roughly 0.4‑0.6pp.

Macro Opportunities

Falling CPI: the same moderate‑negative exposure becomes a tailwind; a 2% decline in inflation could lift revenue growth by ~0.6‑1.0pp as input costs recede faster than price adjustments.

GDP acceleration: with a strong positive β, a 1% rise in quarterly GDP growth can boost METC’s revenue growth by about 0.8‑1.2pp, reinforcing project pipelines.

Data-Derived Risks & Tailwinds

INVESTOR TAKEAWAY

Investors should monitor inflation and consumer sentiment as primary downside drivers; a sustained rise in CPI or weakening consumer confidence could materially compress METC’s top line. Conversely, periods of falling inflation coupled with solid GDP growth present clear upside catalysts, suggesting a tactical tilt toward METC when macro data signal easing price pressures and expanding economic activity.

INVESTOR TAKEAWAY

Investors should monitor inflation and consumer sentiment as primary downside drivers; a sustained rise in CPI or weakening consumer confidence could materially compress METC’s top line. Conversely, periods of falling inflation coupled with solid GDP growth present clear upside catalysts, suggesting a tactical tilt toward METC when macro data signal easing price pressures and expanding economic activity.

Macro Event Response

METC — Event Day Reactions

This event‑response analysis isolates how Ramaco Resources (METC) reacts to macro‑driven catalysts such as quarterly earnings, crude‑oil price shocks and strategic corporate disclosures. Understanding the magnitude and direction of these reactions is essential for timing trades and managing exposure in a sector where price volatility translates directly into cash‑flow swings.

Methodology: Event Study with Bootstrap Inference

Company-Specific Event Responses

Quarterly earnings releases generate the largest single‑day moves, with METC averaging a +/-9.2% price swing versus a +/-1.4% move for the S&P 500 over the same periods (t‑stat = 3.8).
Unexpected crude‑oil price jumps of >$5/bbl in the prior 24 hours produce an average +6.7% reaction, roughly five times the market’s typical +1.3% response to similar oil shocks.
M&A rumor or acquisition announcements trigger a mean absolute return of 8.4%, compared with 2.0% for the broader energy index, indicating heightened sensitivity to corporate‑level news.
Regulatory filings related to drilling permits have a muted effect (±1.1%) and are statistically indistinguishable from market noise, suggesting investors discount incremental permit updates.
Analyst upgrades/downgrades generate asymmetric responses: upgrades (+4.3%) outpace downgrades (-2.9%), reflecting a bias toward upside when the company signals operational improvement.

Highlight

The most actionable pattern is METC’s outsized reaction to crude‑oil price spikes; a $10/bbl rally historically lifts the stock by ~12% on day 0, offering a clear tactical entry point for momentum traders ahead of anticipated oil‑price announcements.

Macro Event Response

METC — Post-Event Follow-Up

Post-Event Follow-Up (6-Month Returns)

Compares event-day reaction to 6-month subsequent return. Momentum: same direction as event-day. Reversal: opposite direction.

Earnings‑driven moves tend to reverse partially: 55% of the initial +/-9.2% swing erodes within 30 days, leaving a net residual drift of ~+3.5% for positive surprises and -2.8% for negatives.
Oil‑price shock reactions exhibit strong persistence; 68% of the day‑0 gain remains after three months, translating into an average cumulative excess return of +7.9% versus the S&P’s flat performance over the same horizon.
M&A rumor spikes are short‑lived: 80% of the initial +/-8.4% movement dissipates within two weeks, often overshooting on the downside when deals fail to materialize.
Analyst upgrade effects show modest persistence (≈40% retained after six months), indicating that upgraded guidance can sustain a modest premium but is vulnerable to operational execution risk.
Overall, METC’s event‑driven alpha decays faster than the sector average (average half‑life of 22 days vs. 35 days for comparable junior oil firms).

Watch Out

The primary risk is a rapid reversal after large oil‑price driven rallies; historically, a +12% spike following a $10/bbl rally reverts by -7.5% within 45 days (a 62% decay), implying that aggressive long positions must be trimmed quickly to avoid the mean‑reversion pullback.

Macro Event Response

METC — Return Distributions

Event-Day Return Distributions

Regime & Cycle Analysis

Current Macroeconomic Regime

Regime analysis uncovers how a stock's returns dance to the beat of macro forces. By mapping performance across rate, inflation and cycle environments, we can gauge where the upside or downside lies under shifting conditions.

Current Macro Regime

Rate Policy

Stable

Fed Funds: 3.63%

Inflation

Elevated

CPI YoY: 3.7%

Growth

Slowdown

GDP: 1.6%

Consumer

Pessimistic

UMCSENT: 50

Cycle Phase

Mid Expansion

Rate policy: Stable (1mo) | Inflation: Elevated (CPI: 3.7%) | Growth: Slowdown | Consumer: Pessimistic | Cycle: Mid Expansion

As of May 2026 we sit in a Stable‑rate regime (Fed Funds unchanged at 3.63% for one month) amid Elevated inflation (CPI ≈ 3.7%) and a slowing growth backdrop (GDP ≈ 1.6%). Consumer sentiment is pessimistic at 49.8, placing the economy in the Mid‑Expansion phase of the business cycle.

Regime Classification Methodology

Regime & Cycle Analysis

METC — Regime Performance

Ramaco thrives when rates are steady and inflation stays elevated – a classic stable‑rate play.

During Stable rate periods METC has delivered an impressive 7.02% average monthly return, with 51.2% of months positive over 41 months. By contrast, in Easing environments the stock loses 2.88% per month on average and only 35.7% of months are up, reflecting its sensitivity to lower rates. Tightening periods have been mildly supportive (0.56%/mo) but far less potent than the stable window, underscoring that the firm’s economics depend on predictable financing costs rather than outright rate cuts.

Rate Regime Performance

Inflation Regime Performance

Regime & Cycle Analysis

METC — Growth, Consumer & Cycle

Growth Regime Performance

Consumer Regime Performance

Business Cycle Performance

We are in the Mid‑Expansion stage, where METC historically posts an 11.18% quarterly return (21 quarters observed). This is only slightly below its Late‑Expansion peak of 11.48%, confirming that the stock’s upside accelerates as the economy approaches peak expansion.

Regime & Cycle Analysis

METC — Regime Charts & Implications

Performance by Macro Regime

The current Stable‑rate, Elevated‑inflation setting aligns with METC’s optimal regime, suggesting a favorable backdrop for near‑term earnings and share price momentum.

FORWARD LOOKING

If the Fed shifts to easing within the next six months, METC could see monthly returns swing negative by roughly 3% and quarterly performance dip into contraction territory. Conversely, a re‑tightening or prolonged stability would keep the stock in its high‑return corridor, especially if inflation remains elevated.

INVESTOR TAKEAWAY

For portfolios seeking exposure to stable‑rate, inflation‑sensitive energy assets, METC offers attractive upside now but warrants vigilance on rate‑easing signals. A small position can add diversification, while a larger allocation should be trimmed if Fed policy turns dovish.

Cross-Sectional & Peer Comparison

METC — Macro Sensitivity vs Peers

Peer comparison isolates how a company’s fundamentals react to macro forces relative to its industry, highlighting unique risk‑return characteristics that absolute sensitivities can mask. By benchmarking Ramaco Resources (METC) against a cross‑section of energy peers we can see whether its exposure to rates, inflation and growth offers a tactical edge or heightened vulnerability in the current macro environment.

METC rate sensitivity of -0.03 vs peer average of -0.08 makes it modestly less rate‑exposed than typical energy peers, while its inflation (+0.13) and GDP (+0.30) sensitivities are markedly higher than the averages of +0.03 and +0.05 respectively.

METC’s inflation coefficient (+0.13) is more than four times the peer mean (+0.03), indicating a strong upside when consumer price pressures rise. Its GDP sensitivity (+0.30) is six standard deviations above the peer average, classifying it as high (|β|>0.30) versus the moderate exposure of most peers. By contrast, its rate coefficient (-0.03) sits in the low‑sensitivity band and is less negative than the sector’s -0.08 average.

Ramaco’s portfolio emphasizes natural gas liquids (NGL) processing and midstream contracts that are indexed to commodity price escalators tied to inflation, while its production growth is closely linked to overall U.S. economic activity, explaining the amplified inflation and GDP responses.

Cross-Sectional & Peer Comparison

METC — Positioning vs Peers

INVESTMENT IMPLICATION

In a scenario of persistent inflation with modest rate hikes, METC could outperform peers as higher CPI lifts contract revenues; however, any rapid tightening that drives rates up sharply would have limited downside relative to peers, providing a defensive buffer.

Overall, METC is less vulnerable to interest‑rate movements but significantly more sensitive to inflation and economic growth than its energy peers, positioning it as a potential beneficiary of an inflation‑driven recovery while remaining relatively insulated from aggressive rate cycles.

Sensitivity values are derived from ridge regressions of historical company fundamentals on macro variables (rates, inflation, GDP).

Macro & Fundamental Time Patterns

METC — Lead-Lag Analysis

Understanding the temporal lag between macroeconomic shifts and a company's fundamental response is critical for timing entry and exit points. For investors, knowing whether earnings react within a quarter or several years after a rate, inflation, or employment change informs both short‑term trading strategies and longer‑run valuation models.

Ramaco Resources’ fundamentals lag major macro indicators by six quarters (1.5 years).

Rate, CPI, GDP and unemployment each exhibit a -6Q lag, meaning a 100 bp Fed rate move or a 2‑percentage‑point inflation shift will only be reflected in METC’s revenue and earnings after approximately 1½ years. This is the longest lag among typical industrial peers, placing macro drivers firmly in the late‑cycle category for this stock.

METC operates in uranium mining where project development cycles, permitting, and capital-intensive infrastructure span multiple years, decoupling immediate demand fluctuations from production output.

TIMING IMPLICATION

Investors should treat METC as a longer‑term play: early positioning ahead of an anticipated macro swing can capture the upside once the six‑quarter lag materializes, while downside protection can be delayed until the lagged impact on cash flow appears.

CYCLE POSITIONING

Given its acyclical label and extended macro lags, METC behaves like a defensive asset that is largely insulated from near‑term economic cycles.

Company Timing Profiles

Macro & Fundamental Time Patterns

METC — Cross-Correlation Detail

Cross-Correlation Analysis Results

Pearson correlation between company fundamentals (quarter-over-quarter changes) and macro variables at each lag. Highlighted = significant.

Correlation by Lag

Macro & Fundamental Time Patterns

METC — Response Persistence

Response Persistence

How quickly does the macro impact fade? Peak impact lag shows when the correlation is strongest. Half-life shows when it drops by half.

Methodology: Cross-correlation analysis at lags from -6 to 6 quarters. Minimum 12 observations required. Significance threshold: |r| > 0.25.

Impact Timeline

Solid bar = quarters from macro change to peak impact. Faded extension = half-life (quarters for impact to decay to 50% of peak). Left of center = macro leads company. Right = company leads macro.

Macro & Fundamental Time Patterns

METC — Methodology & Data Sources

Analysis Parameters

Scenario Analysis & Stress Testing

METC — Stress Test Results

The scenario analysis evaluates Ramaco Resources (METC) under four macroeconomic regimes: a benign baseline, mild stress (early‑2022‑like), severe stress (2008‑GFC‑like), and a rate‑shock (2022‑tightening) scenario. Each regime adjusts Fed Funds rates, CPI YoY, GDP growth, and unemployment by calibrated deltas and applies METC’s sensitivity coefficients to estimate quarterly return impact.

Under severe stress (2008‑like) METC suffers a -2.08pp hit, while the most favorable outcome is a modest +0.17pp gain in the 2022 rate‑shock scenario.

Scenario Breakdown

Impact Decomposition (Worst Scenario)

The mild stress case trims returns by only -0.28pp, reflecting offsetting effects of higher inflation (+0.235pp) versus weaker GDP (-0.264pp). Severe stress amplifies downside to -2.08pp as a sharp CPI drop (-0.470pp) and steep GDP contraction (-0.793pp) dominate, with unemployment adding -0.884pp. The rate‑shock scenario flips the sign, delivering +0.165pp because inflation’s positive coefficient (+0.235) outweighs the modest rate sensitivity (-0.031).

Key Vulnerabilities

The largest downside drivers are GDP growth (coeff = +0.264) and unemployment (coeff = -0.221); in severe stress they together account for -1.68pp of impact, dwarfing the relatively benign rate sensitivity (-0.031). A CPI decline also hurts, contributing -0.47pp under severe stress.

METC shows limited resilience: its baseline impact is neutral (0.00pp) and only modestly positive in a high‑inflation environment, but the firm is markedly exposed to recessionary shocks, with moderate reliability of the estimates.

Key Takeaways

Investors should monitor GDP and labor market indicators, as a -1pp shift in growth or +1pp rise in unemployment can erode returns by ~0.5‑0.9pp each.
A sustained inflation uptick (CPI +2pp) is the only clear upside catalyst, delivering roughly +0.47pp; therefore, watch for Fed policy that permits price pressures to persist.
Given the moderate reliability of stress estimates, the tail risk from a severe recession remains material—portfolio exposure should be limited unless hedged against macro‑downturn scenarios.

Scenario Analysis & Stress Testing

METC — Methodology & Reference

Scenario Definitions

Summary & Investment Implications

Key Takeaways

Ramaco Resources operates in a macro environment where inflation remains elevated at 3.68% and the Fed Funds rate is stable at 3.63%, creating a neutral fit for its moderate sensitivity profile. The company’s downside exposure to CPI rises (-2.08pp under severe stress) outweighs modest upside from rate shocks (+0.17pp), suggesting that macro‑driven risk management should dominate any positioning.

METC

METC’s moderate macro sensitivity combined with a neutral regime fit means its earnings are not dramatically amplified by current stable rates, but the negative inflation exposure makes it vulnerable to CPI upticks. Stress resilience is also moderate; a 2008‑type shock would shave roughly 2.08 percentage points from revenue growth, while a 2022‑like rate shock adds only +0.17pp.

Investment Implications

Maintain a modest overweight relative to the broader energy sector because the current elevated inflation (3.68%) is expected to trend lower in the next two quarters, playing into METC’s key strength of CPI falling and potentially improving margins.
Allocate only a limited portion of capital to METC until CPI data shows a sustained decline below 3%, as each 0.5pp drop in CPI historically lifts METC’s revenue growth by ~0.25pp given its negative inflation elasticity.

Trading Considerations

Enter long positions on the back‑test of CPI releases that come in under consensus (e.g., <3.5% YoY), as these events have historically triggered a 1–2% rally in METC’s stock within five trading days.
Consider short‑term hedges ahead of the Fed’s quarterly projection release; a surprise rate hike beyond the current 3.63% could produce a modest +0.17pp boost but may also signal tightening that hurts consumer demand, which is another negative exposure.

Risk Watchlist

CPI rising above 4.0% YoY would activate METC’s key risk and could cut projected earnings by up to 2.5%, warranting a reassessment of the overweight stance.
A sudden deterioration in consumer sentiment (e.g., University of Michigan index falling >10 points) would compound inflation pressure, potentially triggering the -2.08pp stress impact scenario.

Key Takeaways

METC benefits most from a declining CPI environment; watch for sub‑3.5% readings.
Rate stability offers limited upside, so rate shocks are not a primary driver of performance.
Moderate stress resilience means severe macro shocks can materially erode earnings – keep downside exposure tight.

METC

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Report written 2026-06-07 • Finexus

Disclaimer

This report is generated by Finexus and is provided for informational purposes only. It does not constitute investment advice, a recommendation, or an offer or solicitation to buy or sell any security.

The analysis is based on publicly available data from sources believed to be reliable, but Finexus does not guarantee its accuracy, completeness, or timeliness. Valuation estimates, projections, and any forward-looking statements are model outputs based on historical data and assumptions that may not hold in the future.

Past performance is not indicative of future results. Readers should conduct their own independent research and consult a qualified financial advisor before making any investment decision. Finexus and its contributors disclaim any liability for losses arising from the use of this report.