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olivLaw · European equity research

J D Wetherspoon plc JDW.L

United Kingdom · London Stock Exchange · ISIN GB0001638955 · Vertical: Listed companies from United Kingdom

10.38GBP−0.76% · 1 dayClose 05 Nov 2026

J D Wetherspoon is one of the largest pub operators in Britain, built on low prices and a broad estate of outlets. The company is at the centre of debates over tax pressure and rising costs in the hospitality industry, and recent sales results show a recovery in footfall, with caveats tied to energy and labour costs.

At the close of 05 Nov 2026, J D Wetherspoon plc (JDW.L) stock was 10.38 GBP (−0.76% on the day), with dividend yield 115.61%, beta 0.74, 52-week range 5.56–10.78 GBP.

Data as of · AI analysis dated · Source: ESEF annual reports and closing prices, computed by olivLaw.

Market cap
unavailable
P/E (TTM)
unavailable
E/P (TTM)
unavailable
Dividend yield
115.61%
DPS 12m 12.00
Beta (2y)
0.74
Volatility (1y) 34%
52-week range
5.5610.78

Price history

Loading chart…

Technical reading

RSI (14)
59.9
strong (55–70)
Bollinger (20, 2)
9.87 – 10.79
in the upper half of the band · %B 0.55 · band width 8.9%
SMA 50 / 200
9.16 / 7.40
uptrend (price > SMA50 > SMA200)
MACD (12, 26, 9)
0.37 / 0.45
MACD below signal

Indicators describe past prices; on their own they do not predict direction. On our history the RSI ≤ 40 filter added no return (see the signals methodology).

Performance

CompanyEURO STOXX 50vs EURO STOXX 50Vertical median
1 month+7.8%−0.6%+8.5 pp—
3 months+28.1%−4.2%+32.3 pp—
6 months+73.0%+4.3%+68.7 pp—
Year to date+40.7%+7.5%+33.2 pp—
1 year+61.7%+9.9%+51.8 pp+5.8%
3 years+52.4%+49.8%+2.6 pp+26.3%
5 years−0.3%+42.8%−43.1 pp—
Max drawdown (1y)
−27.7%
18 Feb 2026 → 20 Mar 2026
Max drawdown (5y)
−62.2%
08 Nov 2021 → 03 Oct 2022
Compound annual growth (5y)
−0.1%
EURO STOXX 50 +7.4%

Price returns, dividends excluded.

Quarterly results

ESEF annual reports carry no quarters: the results are annual (below).

E/P over time

EPS unavailable in the issuer's structured filings (e.g. a partnership reports per unit, not per share).

E/P = trailing-12-month diluted EPS / price at quarter end. E/P is the inverse of P/E and stays defined when earnings are negative.

Fiscal years

Fiscal year202320242025
Revenue1.9 bn2.0 bn2.1 bn
Revenue YoYunavailable+5.7%+4.5%
Net income59.6 m48.8 m68.0 m
Net income YoYunavailable−18.1%+39.4%
Diluted EPSunavailableunavailableunavailable
Diluted EPS YoYunavailableunavailableunavailable
net %3.1%2.4%3.2%
Free cash flowunavailableunavailableunavailable

Balance sheet & financial health

Fiscal year 2025 · 27 Jul 2025

Cash
38.7 m GBP
Financial debt
764.1 m GBP
Net debt
725.4 m GBP
Equity
362.0 m GBP
Total assets
1.9 bn GBP
Debt / equity
2.11x
Current ratio
0.28x
ROE
17.8%
ROA
3.6%
FCF margin
unavailable

Financial statements (source on every figure)

Revenue and net income (GBP)

Margins

Income statement · GBP

Revenue
2023
1.9 bn
2024
2.0 bn
2025
2.1 bn

esef· 18 Nov 2025verified

Operating income
2023
106.0 m
2024
142.6 m
2025
142.2 m

esef· 18 Nov 2025verified

Interest expense
2023
69.1 m
2024
67.7 m
2025
65.4 m

esef· 18 Nov 2025verified

Pre-tax income
2023
90.5 m
2024
60.6 m
2025
89.3 m

esef· 18 Nov 2025verified

Income tax
2023
30.9 m
2024
11.8 m
2025
21.4 m

esef· 18 Nov 2025verified

Net income
2023
59.6 m
2024
48.8 m
2025
68.0 m

esef· 18 Nov 2025verified

Dividend per share
2023
—
2024
12.00
2025
12.00

esef· 18 Nov 2025verified

Balance sheet · GBP

Cash
2023
87.2 m
2024
57.2 m
2025
38.7 m

esef· 18 Nov 2025verified

Receivables
2023
27.3 m
2024
26.6 m
2025
26.5 m

esef· 18 Nov 2025verified

Current assets
2023
159.1 m
2024
122.1 m
2025
100.1 m

esef· 18 Nov 2025verified

Property, plant & equipment, net
2023
1.4 bn
2024
1.4 bn
2025
1.4 bn

esef· 18 Nov 2025verified

Intangibles (excl. goodwill)
2023
6.5 m
2024
5.9 m
2025
7.9 m

esef· 18 Nov 2025verified

Total assets
2023
2.0 bn
2024
1.9 bn
2025
1.9 bn

esef· 18 Nov 2025verified

Long-term debt
2023
727.6 m
2024
719.1 m
2025
764.1 m

esef· 18 Nov 2025verified

Current liabilities
2023
387.3 m
2024
351.4 m
2025
361.4 m

esef· 18 Nov 2025verified

Total liabilities
2023
1.6 bn
2024
1.5 bn
2025
1.5 bn

esef· 18 Nov 2025verified

Equity
2023
413.1 m
2024
401.6 m
2025
362.0 m

esef· 18 Nov 2025verified

Cash flow · GBP

Operating cash flow
2023
362.4 m
2024
172.6 m
2025
193.2 m

esef· 18 Nov 2025verified

Investing cash flow
2023
-67.2 m
2024
-98.6 m
2025
-108.8 m

esef· 18 Nov 2025verified

Financing cash flow
2023
-248.4 m
2024
-103.9 m
2025
-102.9 m

esef· 18 Nov 2025verified

Dividends paid
2023
—
2024
0
2025
19.5 m

esef· 18 Nov 2025verified

Computed indicators

Growth

Revenue growth (YoY)
4.5%
computed by olivLawFY 2025
Revenue CAGR 3Y
unavailable
input data missing
Revenue CAGR 5Y
unavailable
input data missing
EBIT growth (YoY)
-0.3%
computed by olivLawFY 2025
Net income growth (YoY)
39.4%
computed by olivLawFY 2025
Net income CAGR 3Y
unavailable
input data missing
Net income CAGR 5Y
unavailable
input data missing
EPS growth (YoY)
unavailable
input data missing
EPS CAGR 3Y
unavailable
input data missing
EPS CAGR 5Y
unavailable
input data missing
FCF growth (YoY)
unavailable
input data missing

Profitability

Gross margin
unavailable
input data missing
EBITDA margin
unavailable
input data missing
EBIT margin
6.7%
computed by olivLawFY 2025
Net margin
3.2%
computed by olivLawFY 2025
FCF margin
unavailable
input data missing

Returns

ROE
17.8%
computed by olivLawFY 2025 · balance sheet at 27 Jul 2025
ROA
3.6%
computed by olivLawFY 2025 · balance sheet at 27 Jul 2025
ROIC
10.1%
computed by olivLawFY 2025 · balance sheet at 27 Jul 2025
ROCE
9.2%
computed by olivLawFY 2025 · balance sheet at 27 Jul 2025
Payout ratio (EPS)
unavailable
input data missing
Payout ratio (FCF)
unavailable
input data missing

Balance sheet

Net debt
725.4 m GBP
computed by olivLawbalance sheet at 27 Jul 2025
Net debt / EBITDA
unavailable
input data missing
Debt / equity
2.1x
computed by olivLawbalance sheet at 27 Jul 2025
Interest coverage
2.2x
computed by olivLawFY 2025

Liquidity

Current ratio
0.3x
computed by olivLawbalance sheet at 27 Jul 2025
Quick ratio
unavailable
input data missing
Cash ratio
0.1x
computed by olivLawbalance sheet at 27 Jul 2025

Cash

Operating cash flow
193.2 m GBP
computed by olivLawFY 2025
Capital expenditure
unavailable
input data missing
Free cash flow
unavailable
input data missing
FCF conversion
unavailable
input data missing
Cash conversion
unavailable
input data missing

Efficiency

Days sales outstanding
5 days
computed by olivLawFY 2025 · balance sheet at 27 Jul 2025
Days inventory outstanding
unavailable
input data missing
Days payables outstanding
unavailable
input data missing
Cash conversion cycle
unavailable
input data missing

Market and valuation

Market capitalisation
unavailable
input data missing
Enterprise value
unavailable
input data missing
Market cap / net income TTM
unavailable
input data missing
P/E (TTM)
unavailable
input data missing
Earnings yield
unavailable
input data missing
P/B
unavailable
input data missing
P/S
unavailable
input data missing
EV/EBITDA
unavailable
input data missing
EV/EBIT
unavailable
input data missing
EV/Sales
unavailable
input data missing
P/FCF
unavailable
input data missing
FCF yield
unavailable
input data missing
Dividend yield
115.6%
computed by olivLawFY 2025
Shareholder yield (distributions)
unavailable
input data missing

1 indicators that do not apply to the sector.

Valuation

olivLaw classification

Insufficient data
What is missing
  • indicators available: 4 of at least 6
  • score weight coverage: 27.1% of at least 60%

A scoring methodology on indicators and valuation, not investment advice.

Closing price

10.38 GBP

05 Nov 2026Source: olivLaw, closing series

Market cap: unavailable

Key indicators

Market capitalisation
unavailable
input data missing
P/E (TTM)
unavailable
input data missing
P/B
unavailable
input data missing
EV/EBITDA
unavailable
input data missing
ROE
17.8%
computed by olivLawFY 2025 · balance sheet at 27 Jul 2025
Net margin
3.2%
computed by olivLawFY 2025
Revenue growth (YoY)
4.5%
computed by olivLawFY 2025
Dividend yield
115.6%
computed by olivLawFY 2025

Coverage and freshness

21/37 reporting lines present
Latest full fiscal year: 2025
Latest reported period: 27 Jul 2025
Latest balance sheet date: 27 Jul 2025
Source: esefpublished 18 Nov 2025
verified 69

The data is older than the freshness threshold.

Score by group

27% · Insufficient data

Estimated value range

unavailable — no valuation assumptions for the reporting currency

Valuation assumptions are editorial choices, not measured; beta is not measured.

Valuation methods

    Assumptions (illustrative, editorial)

    Risk-free rate
    6.5%
    Equity risk premium
    6.0%
    Beta (default)
    1.00
    Cost of equity
    12.5%
    Terminal growth
    3.0%

    Factor scorecard

    Insufficient data

    Minimum-evidence gate: indicators available: 4 of at least 6; score weight coverage: 27.1% of at least 60%

    FactorValueScoreWeight used
    ROIC · Quality10.1%42 (vs peers)38%
    Net margin · Quality3.2%31 (vs peers)23%
    FCF conversion · Qualityunavailableunavailable—
    Revenue CAGR 3Y · Growthunavailableunavailable—
    EPS CAGR 3Y · Growthunavailableunavailable—
    Net debt / EBITDA · Balance sheetunavailableunavailable—
    Interest coverage · Balance sheet2.2x10 (on a fixed band)23%
    Current ratio · Balance sheet0.3x0 (on a fixed band)15%
    P/E (TTM) · Valuationunavailableunavailable—
    EV/EBITDA · Valuationunavailableunavailable—
    FCF yield · Valuationunavailableunavailable—
    Shareholder yield (distributions) · Returnsunavailableunavailable—
    Payout ratio (FCF) · Returnsunavailableunavailable—

    Factors without a value were dropped; the remaining weights were renormalised.

    Score groups

    • Balance sheet6/100 · 2/3 factors with a value
    • Growth· partialunavailable · 0/2 factors with a value
    • Quality38/100 · 2/3 factors with a value
    • Returns· partialunavailable · 0/2 factors with a value
    • Valuation· partialunavailable · 0/3 factors with a value

    A «partial» group is computed from under half of its weight or from one factor: it is not a full assessment of the group.

    Memo

    J D WETHERSPOON PLC (JDW.L). Latest full fiscal year: 2025; data up to 2025-07-27.

    Figures computed from the financial statements: revenue 2.1 bn GBP in 2025; YoY growth 4.5%; net margin 3.2%; ROE 17.8%.

    The estimated value range is 117.71–145.41 GBP per share (median of 1 methods, agreement: single method); assumptions are illustrative. Against the central value of 130.11 GBP, the price of 10.38 GBP leaves a potential of 1,153.4% (value / price − 1) and a margin of safety of 92.0% (1 − price / value). The range is the median of the methods' low, central and high values, not a probability interval.

    Insufficient data for a verdict (indicators available: 4 of at least 6; score weight coverage: 27.1% of at least 60%).

    Text generated deterministically from the figures shown; no language model. Not investment advice.

    What supports the thesis

    • The price is below the estimated value range

    What contradicts it

    • Interest coverage: 2.2x
    • Current ratio: 0.3x

    Not assessed (insufficient data or a ratio without meaning): FCF conversion, Revenue CAGR 3Y, EPS CAGR 3Y, Net debt / EBITDA, P/E (TTM), EV/EBITDA, FCF yield, Shareholder yield (distributions), Payout ratio (FCF).

    Versus the vertical median

    Listed companies from United Kingdom · same country · compared with 39 companies

    Multiples and returns vs the median

    P/E
    —
    vertical median 15.3x
    EV/EBITDA
    —
    vertical median —
    P/S
    —
    vertical median 1.5x
    P/B
    —
    vertical median 2.2x
    ROE
    17.8%
    vertical median 14.4%
    above median (+23.9%)
    Net margin
    3.2%
    vertical median 10.8%
    below median (−70.3%)
    EBIT margin
    6.7%
    vertical median 22.9%
    below median (−70.9%)
    Revenue YoY
    4.5%
    vertical median 7.9%
    below median (−42.6%)
    Net debt/EBITDA
    —
    vertical median —
    Dividend yield
    115.6%
    vertical median 2.9%
    above median (+3,945.9%)

    Price rebased to 100 (monthly, 5 years)

    Companies in the vertical

    Market capP/EROENet marginRevenue YoY1A / 3A
    BATS.LBritish American Tobacco P.L.C.104.3 bn13.516.5%30.3%−1.0%+7% / +88%
    ABF.LAssociated British Foods PLC14.7 bn14.39.2%5.3%−3.1%−5% / −15%
    0EV1.LCarnival PLC5.5 bn4.146.7%13.4%+6.4%unavailable / unavailable
    BAB.LBabcock International Group PLC5.1 bn24.734.7%4.1%+7.2%−10% / +158%
    AUTO.LAutotrader Group PLC4.8 bn16.460.2%47.1%+3.9%−13% / −23%
    BBY.LBalfour Beatty PLC4.2 bn16.323.2%2.8%+15.2%+20% / +160%
    ABDN.LAberdeen Group PLC4.1 bn10.88.0%28.9%−2.1%+11% / +41%
    BKG.LThe Berkeley Group Holdings PLC3.6 bn11.38.8%13.4%−4.2%−0% / −22%
    BME.LB&M European Value Retail PLC2.9 bn17.421.2%2.8%+3.7%+68% / −51%
    AJB.LAj Bell PLC2.4 bn22.849.9%33.1%+18.0%+8% / +128%
    ASHM.LAshmore Group PLC1.4 bn13.913.1%71.6%−0.1%+28% / +18%
    BCG.LBaltic Classifieds Group PLC1.2 bn23.215.8%57.6%+6.9%−99% / −99%
    APN.LApplied Nutrition PLC763.6 m36.241.2%19.7%+24.2%+71% / unavailable
    BAG.LA.G. Barr P.L.C.671.9 m14.414.4%10.8%+4.0%−7% / +26%
    ASC.LAsos PLC494.5 m—-81.3%-12.0%−14.7%+71% / +8%
    ALFA.LAlfa Financial Software Holdings PLC486.8 m16.361.5%23.8%+15.3%−28% / +10%
    AML.LAston Martin Lagonda Global Holdings PLC344.3 m—-93.4%-39.2%−20.6%−45% / −85%
    APTD.LAptitude Software Group PLC111.3 m28.57.2%6.2%−7.3%−30% / −23%
    AMGO.LAmigo Holdings PLC9.9 m———−81.9%+325% / +844%
    ASBE.LAssociated British Engineering PLC605.3 k—-19.1%—unavailableunavailable / unavailable
    AMIF.LAmicorp Fs (uk) PLC221.6 k0.127.5%9.1%+8.1%unavailable / unavailable
    AAF.LAirtel Africa PLC——24.1%10.6%+29.5%−7% / +164%
    AAL.LAnglo American PLC——-19.3%-20.2%+4.5%+30% / +76%
    ACG.LAcg Metals Limited——-80.3%-32.0%+134.8%+60% / +63%
    AEP.LAnglo-Eastern Plantations PLC——16.1%19.5%+25.0%+5% / +113%

    1- and 3-year price returns: for JDW.L from daily closes (the same as the performance table), for the other companies from month-end closes.

    olivLaw engine forecast

    The world engine ran after the company's latest material disclosure. Probabilities are of TOUCHING a level within the horizon (not closing there) and sit next to the random walk (p_rw), the no-information benchmark.

    The engine has no published run for this company yet.

    Valuation scenarios (editable assumptions)

    Illustrative scenarios

    Scenarios are not available. input data missing

    AI analysis

    AI-generatedAI-generated analysis (Claude) from cited public sources; it may contain errors. Not investment advice. As of 27 Oct 2026 · Model: claude-haiku-5-5.

    In brief

    J D Wetherspoon is one of the largest pub operators in Britain, built on low prices and a broad estate of outlets. The company is at the centre of debates over tax pressure and rising costs in the hospitality industry, and recent sales results show a recovery in footfall, with caveats tied to energy and labour costs 1.

    SWOT

    Strengths

    • The company has a large estate of outlets and a standardised operating model, with very high hygiene scores and an internal culture of bonuses for employees.
    • Local staff management is strong, with manager retention levels that the company considers superior to the sector.
    • Like-for-like sales have consistently outperformed the industry indicator, which points to an ability to attract customers even in difficult conditions.

    Weaknesses

    • Dependence on labour and energy costs, which are influenced by government policies that are hard to anticipate, can affect margins.
    • The governance structure, with many directors from inside the company, may be seen by some investors as less independent.
    • Locations in Scotland are subject to an assessment regime that the company considers unfavourable, which raises the local tax burden.

    Opportunities

    • If government were to revise taxes on food or business rates, the company could reduce its tax pressure and compete more effectively with supermarkets.
    • Extending waste management and energy-use schemes could reduce costs over the longer term.
    • If on-premise demand continues to grow, there could be room to increase sales in existing pubs.

    Threats

    • Increases in wages and social contributions could force price rises that reduce customer footfall.
    • Continued consolidation of competition from supermarkets in the drinks segment could keep eroding pubs' market share.
    • Litigation and disputes over local tax assessments could bring unexpected costs if they are resolved unfavourably.

    Risks

    • Labour cost pressurehigh

      Rises in social contributions and the wage floor could reduce margins if they cannot be passed on to customers without hurting sales volumes.

    • Energy costsmedium

      Non-commodity energy prices remain volatile, and a sharp rise could affect the operating results of the estate.

    • Tax regime and regulationmedium

      Changes to VAT, business rates or the packaging levy could materially alter the cost structure, positively or negatively, depending on government decisions.

    • Property-related litigationlow

      Disputes with former property advisers and contested local valuations could generate legal costs or adjustments, although most were, according to the report, settled.

    • Governance and board independencelow

      The board structure, with many internal directors and an approach that differs from usual standards on non-executive tenure, could attract criticism from institutional investors.

    Investment thesis

    What would need to be true (bull case)

    • If the recovery in like-for-like sales is sustained, the company could offset cost pressure through volume and the efficiency of a large estate of outlets.
    • High hygiene standards and good manager retention could support operational quality and long-term customer loyalty.
    • A possible fairer tax framework for pubs could materially improve the company's competitiveness against supermarkets.

    What would break the thesis

    • Rising labour and energy costs could reduce margins, especially if prices cannot be raised without losing customers.
    • Competition from supermarkets, which benefit from a more favourable tax regime, could continue to erode the market share of pubs.
    • The governance structure and disputes over local valuations could draw investor attention and generate additional costs.

    What to watch

    • Trend in like-for-like sales in the coming periodnext 10-K
    • Impact of rising social contributions on margins2027
    • Extent to which pub prices are adjusted without losing footfall2027
    • Any changes to the VAT regime and business rates2027

    Products, market & competition

    AI-generatedAI-generated analysis (Claude) from cited public sources; it may contain errors. Not investment advice. As of 27 Oct 2026 · Model: claude-haiku-5-5.

    The business

    J D Wetherspoon plc operates mainly pubs in the United Kingdom, many of them in converted historic buildings, with an emphasis on affordable prices and a standardised food and drink offer. The company also includes franchised pubs, and in fiscal 2025 it had 740 outlets rated by the Food Standards Agency, with an average hygiene score of 4.99 1. Its model relies on bonus and free share schemes for all employees, as well as a pub management base that has achieved high retention rates 1.

    The company publishes detailed annual reporting on hygiene standards, energy use and waste management, and in 2025 it received an award for its resource and waste partnership 1. Management has repeatedly criticised the tax burden on the sector, arguing that some tax mechanisms favour supermarkets, a position that forms part of its public and lobbying strategy 1.

    The governance structure reflects a stated preference for experience from within the company, with several directors who started on the shop floor and reached regional management roles 1. The company presents this as an advantage of operational knowledge, but such a structure could also attract criticism from investors who favour the usual standards of board independence.

    Segments

    Owned and franchised pubs

    The main segment consists of pubs operated directly by the company, complemented by franchised locations, all rated under the same hygiene system. The high average score and the share of pubs with a five-star rating, at 98.8%, are presented by the company as evidence of consistent operational control 1.

    Operations in Scotland

    Pubs in Scotland form a distinct group from a regulatory and tax standpoint, and management argues that the business rates assessment system there works like a sales tax. All 56 Scottish pubs passed the local hygiene scheme, which the company highlights as a quality indicator 1.

    Pubs and property holdings

    A relevant component concerns the management of premises and lease arrangements, where the company brought legal actions against property advisers accused of diverting properties to third parties. According to the report, the disputes were largely settled out of court, and details appear in the appendices of the annual report 1.

    Market context

    Market dynamics also depend on the regulatory framework, including duty levels on alcohol and packaging, and local policies on safety and antisocial behaviour. The company argues that Pubwatch-style schemes could reduce incidents in towns and that a fairer tax framework would support the sector, but these are management positions rather than independently measured results 1.

    Trends

    • Rising labour costsheadwind

      Increases in employer national insurance and wage floors could significantly raise the operating costs of pubs. The company estimates an increase of about 60 million pounds a year from this cause, which could reduce margins if prices cannot be adjusted without losing customers 1.

    • Recovery in pub footfalltailwind

      Like-for-like sales rose in the recent period, and the company has outperformed the industry tracker for a long run of months, suggesting that on-premise demand is holding. If this trend continues, it could support revenue in the coming periods, although the data cover a short window 1.

    • Tax pressure on the sectormixed

      Debates over VAT on food and over the business rates that pubs pay compared with supermarkets are in the spotlight. If government were to reduce these burdens, the impact could be favourable for the company, but such a change is not assured 1.

    • Energy costs and packaging leviesheadwind

      Non-commodity energy costs and the new Extended Producer Responsibility packaging levy add to the expenses the company bears. The company monitors consumption through automated meter readers, which helps it see where savings can be made 1.

    Competitive position

    Main competitors are other pub and restaurant operators in Britain, as well as supermarkets, which compete directly in the segment of drinks and inexpensive food. The company argues that supermarkets benefit from a major tax advantage that lets them offer lower prices on beer, wine and spirits 1.

    Competition also plays out on pricing, where the company aims to keep increases to a minimum, and on operational quality, measured through hygiene scores and staff retention. The report does not offer a direct financial comparison with competitors, so relative positions should be judged with caution 1.

    • Greene King

      Pub operator in Britain, cited in the report in the context of proposals for profit-based business rates.

    • Enterprise Inns

      Pub company in Britain, cited in the report regarding its position in the campaign for a reduced VAT rate.

    • Asda

      British supermarket chain, cited as an example of a favourable tax regime for beer sales.

    • British supermarkets

      Group of supermarkets which, according to the report, are gaining share of beer sold outside pubs.

    News & filings

    In the press

    Annual reports (ESEF)

    Sources

    1. [1] Annual report, fiscal year ended 2025-07-27 (ESEF) · SEC / J D Wetherspoon plc · 27 Jul 2025

    Figures computed by olivLaw from ESEF annual reports and closing prices; the qualitative analysis is AI-generated from cited sources. Not investment advice.