id string | pre_text list | post_text list | table list | question string | answer string |
|---|---|---|---|---|---|
4am_finQNA_techcorp_2025_1 | [
"TechCorp reported strong revenue growth in 2025 driven by cloud services and AI products.",
"Operating expenses increased due to heavy R&D investment."
] | [
"The company maintained a healthy cash position despite share buybacks."
] | [
[
"Metric",
"2025",
"2024",
"2023"
],
[
"Revenue ($M)",
"8450",
"7120",
"5980"
],
[
"Cost of Revenue ($M)",
"3120",
"2680",
"2350"
],
[
"Operating Expenses ($M)",
"3780",
"3010",
"2650"
],
[
"Net Income ($M)",
"1120",
"980",... | What was the year-over-year operating margin improvement from 2024 to 2025 in percentage points? Also calculate the 2025 EPS. | 1.8; 3.93 |
4am_finQNA_pharma_2025_2 | [
"PharmaGen faced patent cliff pressure but launched two new drugs in late 2024.",
"R&D spend was front-loaded in Q1-Q2."
] | [
"Gross margin improved due to higher-margin specialty drugs."
] | [
[
"Item",
"2025",
"2024"
],
[
"Revenue ($M)",
"6240",
"5890"
],
[
"Gross Profit ($M)",
"4180",
"3720"
],
[
"R&D ($M)",
"1240",
"980"
],
[
"SG&A ($M)",
"980",
"850"
],
[
"Net Profit ($M)",
"860",
"710"
]
] | Calculate the Gross Margin % for 2025 and determine by what percentage Net Profit grew faster than Revenue YoY. | 67.0; 48.2 |
4am_finQNA_bank_2025_3 | [
"GlobalBank benefited from higher interest rates in 2025 but saw deposit outflows in Q4."
] | [
"Loan loss provisions decreased significantly due to improved credit quality."
] | [
[
"Category",
"2025",
"2024"
],
[
"Net Interest Income ($M)",
"4280",
"3650"
],
[
"Non-Interest Income ($M)",
"1890",
"1720"
],
[
"Total Provisions ($M)",
"340",
"610"
],
[
"Net Income ($M)",
"2150",
"1680"
]
] | What was the contribution of reduced provisions to the YoY Net Income growth in percentage points? | 12.6 |
4am_finQNA_retail_2025_4 | [
"ValueMart same-store sales grew modestly while new store openings drove overall growth.",
"Inflation negatively impacted gross margin."
] | [
"The company repurchased $450M worth of shares during the year."
] | [
[
"Metric",
"2025",
"2024"
],
[
"Total Revenue ($M)",
"18450",
"16980"
],
[
"Same Store Sales Growth (%)",
"2.8",
"4.1"
],
[
"Gross Margin (%)",
"24.6",
"26.2"
],
[
"Operating Income ($M)",
"1240",
"1380"
],
[
"Shares Outstanding (M... | If operating margin declined, calculate the 2025 EPS and the implied total revenue from new stores. | 8.73; 1470 |
4am_finQNA_energy_2025_5 | [
"Crude prices averaged $78/barrel in 2025 versus $92 in 2024."
] | [] | [
[
"Item",
"2025",
"2024"
],
[
"Production (M BOE)",
"185",
"172"
],
[
"Revenue ($M)",
"12480",
"13850"
],
[
"Operating Cash Flow ($M)",
"4250",
"4890"
]
] | What was the percentage change in Revenue per BOE from 2024 to 2025? | -14.8 |
4am_finQNA_tech2_2025_6 | [
"NextGen Tech reported record free cash flow despite increased capital expenditure on new fabs."
] | [
"Deferred revenue increased by $680M due to strong multi-year contracts."
] | [
[
"Metric",
"2025",
"2024"
],
[
"Operating Cash Flow ($M)",
"6850",
"5210"
],
[
"CapEx ($M)",
"3120",
"1980"
],
[
"Free Cash Flow ($M)",
"3730",
"3230"
],
[
"Deferred Revenue ($M)",
"2450",
"1770"
]
] | Calculate FCF margin assuming Revenue was $21.4B in 2025. Also, what portion of FCF growth came from operating cash flow improvement? | 17.4; 89.1 |
4am_finQNA_auto_2025_7 | [
"EV sales represented 38% of total units sold in 2025."
] | [] | [
[
"Item",
"2025"
],
[
"Total Revenue ($M)",
"128450"
],
[
"Total Units Sold (k)",
"1840"
],
[
"EV Units Sold (k)",
"699"
]
] | What was the average revenue per vehicle in 2025 (in thousands)? | 69.81 |
4am_finQNA_financial_2025_8 | [
"Asset management fees grew strongly while investment banking fees declined due to slower M&A market."
] | [
"The firm returned 68% of earnings to shareholders via dividends and buybacks."
] | [
[
"Division",
"2025 Revenue ($M)",
"2024 Revenue ($M)"
],
[
"Asset Management",
"3240",
"2780"
],
[
"Investment Banking",
"1890",
"2150"
],
[
"Total Revenue",
"6890",
"6420"
],
[
"Net Income",
"2150",
"1840"
]
] | Calculate the overall revenue growth rate and the Net Margin expansion in percentage points. | 7.3; 2.1 |
4am_finQNA_9 | [
"Price increases and volume growth both contributed to top-line performance."
] | [
"Advertising expense rose 18% YoY."
] | [
[
"Metric",
"2025",
"2024"
],
[
"Revenue ($M)",
"8750",
"7920"
],
[
"COGS ($M)",
"4120",
"3810"
],
[
"Operating Income ($M)",
"1680",
"1420"
]
] | What was the Operating Margin in 2025 and the improvement from 2024? | 19.2; 1.3 |
4am_finQNA_10 | [
"Acquisitions contributed $920M in revenue while organic growth was 4.2%.",
"Currency headwinds reduced reported revenue by $380M."
] | [
"Effective tax rate decreased to 21.4% from 24.8% due to R&D tax credits."
] | [
[
"Item",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"15680",
"14210"
],
[
"EBIT",
"3240",
"2810"
],
[
"Net Income",
"2480",
"2040"
]
] | Calculate organic revenue growth including currency impact, and the tax savings benefit to Net Income. | 5.9; 98 |
4am_finQNA_11 | [
"TechVision Inc. reported strong top-line growth driven by AI solutions while facing higher R&D and marketing spend to support expansion."
] | [
"The company completed a major acquisition contributing to inorganic growth."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"12480",
"9850"
],
[
"Organic Revenue",
"10850",
"9850"
],
[
"Gross Profit",
"8120",
"6420"
],
[
"Operating Income",
"3120",
"2480"
],
[
"Net Income",
"2180",
"1680"
]
] | Calculate overall revenue growth %, organic growth %, gross margin for 2025, and the contribution of the acquisition to total revenue growth in percentage points. | 26.7; 10.2; 65.1; 13.1 |
4am_finQNA_12 | [
"PharmaCore faced patent expiry on its flagship drug but launched two new high-margin specialty products."
] | [
"R&D tax credits reduced effective tax rate."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"8750",
"9420"
],
[
"Gross Profit",
"6120",
"6580"
],
[
"R&D",
"1840",
"2120"
],
[
"Net Income",
"1680",
"1420"
]
] | Calculate Gross Margin % and Net Margin % for 2025. Did Net Margin expand despite revenue decline? By how many percentage points? | 70.0; 19.2; Yes, 2.1 |
4am_finQNA_13 | [
"Global Retail Bank benefited from higher interest rates but saw increased deposit competition."
] | [
"Loan loss provisions decreased due to improved credit quality."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Net Interest Income",
"4280",
"3650"
],
[
"Non-Interest Income",
"1680",
"1420"
],
[
"Provisions",
"420",
"680"
],
[
"Net Income",
"2450",
"1980"
]
] | What percentage of Net Income growth came from reduced provisions? Calculate the YoY growth rate of Net Income. | 35.7; 23.7 |
4am_finQNA_14 | [
"EV Dynamics scaled production aggressively while average selling price declined due to market competition."
] | [
"Battery cost reduction initiatives delivered savings."
] | [
[
"Metric",
"2025",
"2024"
],
[
"Vehicles Delivered (000)",
"680",
"420"
],
[
"Revenue ($M)",
"24800",
"18400"
],
[
"Gross Margin (%)",
"18.4",
"22.6"
]
] | Calculate 2025 revenue per vehicle ($000) and the gross margin contraction in percentage points. Estimate the implied cost savings needed to offset ASP decline. | 36.47; 4.2; ~920 |
4am_finQNA_15 | [
"SaaS Dynamics maintained high growth with improving profitability metrics."
] | [
"Net revenue retention rate reached 122%."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"ARR",
"4250",
"3180"
],
[
"Revenue",
"3980",
"2940"
],
[
"Operating Income",
"920",
"510"
],
[
"Deferred Revenue",
"1680",
"920"
]
] | Calculate revenue growth %, Operating Margin for 2025, Operating Margin expansion, and Deferred Revenue as % of revenue. | 35.4; 23.1; 6.1; 42.2 |
4am_finQNA_16 | [
"Consumer Staples Co successfully passed through commodity inflation via pricing while volumes were mixed."
] | [
"Advertising expense increased to support new product launches."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"18400",
"16850"
],
[
"Gross Profit",
"8120",
"7240"
],
[
"Operating Income",
"4120",
"3680"
]
] | Calculate Gross Margin %, Operating Margin % for 2025, and the gross margin expansion in percentage points. | 44.1; 22.4; 1.1 |
4am_finQNA_17 | [
"SemiconAI benefited from surging AI demand while consumer electronics segment declined."
] | [
"Inventory correction was completed by Q3."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"36800",
"31200"
],
[
"Gross Profit",
"18420",
"14800"
],
[
"Operating Income",
"9680",
"7120"
]
] | Calculate Gross Margin and Operating Margin for both years. What was the operating leverage (incremental margin) on revenue growth? | 50.1 vs 47.4; 26.3 vs 22.8; 68.5 |
4am_finQNA_18 | [
"Industrial REIT achieved high occupancy with strong rent escalations and successful acquisitions."
] | [
"Portfolio occupancy reached 96.8%."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Rental Revenue",
"2850",
"2420"
],
[
"NOI",
"2120",
"1780"
],
[
"FFO",
"1680",
"1420"
]
] | Calculate NOI Margin and FFO Margin for 2025. What was the implied acquisition contribution assuming organic NOI growth of 6.2%? | 74.4; 58.9; ~280 |
4am_finQNA_19 | [
"Insurance Holdings faced elevated catastrophe losses but benefited from higher investment yields."
] | [
"Combined ratio remained healthy."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Net Premiums Earned",
"12480",
"11250"
],
[
"Losses & Expenses",
"9850",
"9210"
],
[
"Investment Income",
"2480",
"1980"
],
[
"Net Income",
"1680",
"1420"
]
] | Calculate the Combined Ratio for 2025 and the percentage contribution of investment income to pre-tax income. | 78.9; 38.2 |
4am_finQNA_20 | [
"Luxury Brands Group reported strong Asia demand but faced currency headwinds in Europe."
] | [
"Acquired a high-end watch brand during the year."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"18400",
"16280"
],
[
"Organic Growth (%)",
"7.8",
"9.2"
],
[
"EBIT",
"5240",
"4520"
]
] | Calculate total reported revenue growth % and the acquisition contribution in percentage points. Also compute EBIT Margin for 2025. | 13.0; 5.2; 28.5 |
4am_finQNA_21 | [
"Payment Processor expanded merchant network and BNPL offerings."
] | [
"Take rate held steady despite regulatory changes."
] | [
[
"Metric",
"2025",
"2024"
],
[
"Payment Volume ($B)",
"1240",
"980"
],
[
"Revenue ($M)",
"4280",
"3420"
],
[
"Net Income ($M)",
"1680",
"1240"
]
] | Calculate take rate in basis points for 2025, revenue growth %, and Net Margin. | 34.5; 25.1; 39.3 |
4am_finQNA_22 | [
"Heavy Machinery Inc. saw strong mining segment demand but weakness in agriculture."
] | [
"Aftermarket parts revenue grew double digits."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"15840",
"14290"
],
[
"Operating Income",
"2840",
"2310"
],
[
"Net Income",
"1950",
"1680"
]
] | Calculate Operating Margin and Net Margin for 2025. What was the YoY improvement in Operating Margin? | 17.9; 12.3; 1.8 pp |
4am_finQNA_23 | [
"SolarTech added significant capacity but faced lower realized power prices."
] | [
"Long-term PPAs provided some protection."
] | [
[
"Metric",
"2025",
"2024"
],
[
"Capacity (GW)",
"8.4",
"6.1"
],
[
"Revenue ($M)",
"1240",
"980"
],
[
"EBITDA ($M)",
"680",
"510"
]
] | Calculate revenue per GW for both years and the YoY percentage change. Also compute EBITDA margin for 2025. | 147.6 vs 160.7; -8.1; 54.8 |
4am_finQNA_24 | [
"Fashion Retail Group shifted mix toward premium private labels."
] | [
"Inventory turnover improved due to better analytics."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"8930",
"8120"
],
[
"Gross Profit",
"4120",
"3840"
],
[
"Operating Income",
"980",
"1020"
]
] | Calculate Gross Margin % and Operating Margin % for 2025. Did Operating Margin expand or contract? | 46.1; 11.0; contracted by 0.8 pp |
4am_finQNA_25 | [
"DataCenter REIT reported record occupancy driven by AI workload demand."
] | [
"Rent escalations averaged 5.8%."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"2140",
"1780"
],
[
"NOI",
"1680",
"1390"
],
[
"FFO",
"1240",
"980"
]
] | Calculate NOI Margin, FFO Margin, and implied organic NOI growth assuming acquisitions added $180M revenue. | 78.5; 57.9; 8.4 |
4am_finQNA_26 | [
"Consumer Electronics Co faced component cost inflation from tariffs."
] | [
"Services revenue mix continued to increase."
] | [
[
"Metric",
"2025",
"2024"
],
[
"Revenue ($M)",
"28450",
"26180"
],
[
"Gross Margin (%)",
"32.4",
"34.8"
],
[
"Operating Margin (%)",
"9.8",
"11.2"
]
] | Calculate Operating Income for both years and total margin compression (Gross + Operating) in percentage points. | 2788 vs 2932; 3.8 |
4am_finQNA_27 | [
"Software-as-a-Service company showed strong Rule of 40 performance."
] | [
"Net retention rate reached 118%."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"3980",
"2940"
],
[
"Gross Margin (%)",
"82.4",
"81.2"
],
[
"Operating Income",
"920",
"510"
]
] | Calculate Operating Margin expansion and check Rule of 40 score (Revenue Growth % + Op Margin %). | 6.1; 64.5 |
4am_finQNA_28 | [
"Luxury Auto Manufacturer reported record deliveries with favorable product mix shift toward EVs."
] | [
"Average selling price increased due to higher trim levels."
] | [
[
"Metric",
"2025",
"2024"
],
[
"Vehicles Delivered (000)",
"218",
"189"
],
[
"Revenue ($M)",
"124500",
"108400"
],
[
"EBIT ($M)",
"16800",
"14200"
]
] | Calculate revenue per vehicle in $000 and EBIT Margin for 2025. | 571.1; 13.5 |
4am_finQNA_29 | [
"Telecom Operator faced legacy revenue decline but strong 5G subscriber growth."
] | [
"ARPU increased due to data consumption."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Service Revenue",
"18420",
"17980"
],
[
"EBITDA",
"6840",
"6520"
]
] | Calculate total revenue growth (assuming equipment revenue flat at $3120M) and EBITDA Margin for 2025. | 3.1; 31.9 |
4am_finQNA_30 | [
"Asset Manager benefited from market rally and strong inflows."
] | [
"Performance fees were exceptionally high."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"AUM ($B)",
"285",
"242"
],
[
"Revenue",
"3680",
"3120"
],
[
"Net Income",
"1680",
"1240"
]
] | Calculate revenue yield on AUM (%) and Net Margin expansion. | 1.29; 3.2 |
4am_finQNA_31 | [
"Logistics Company normalized freight rates after previous volatility while fuel costs declined."
] | [
"Operational efficiency improved."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"12480",
"13850"
],
[
"Operating Income",
"1680",
"920"
]
] | Calculate Operating Margin for both years and the expansion in percentage points. | 13.5 vs 6.6; 6.9 |
4am_finQNA_32 | [
"Biotech firm turned profitable after successful drug launch."
] | [
"R&D spending remained elevated for pipeline."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"1840",
"920"
],
[
"R&D",
"680",
"1240"
],
[
"Net Income",
"240",
"-380"
]
] | Calculate revenue growth rate (%) and the total profitability swing from loss to profit. | 100; 620 |
4am_finQNA_33 | [
"Department Store Chain optimized store footprint while growing e-commerce."
] | [
"Comparable sales turned positive."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"8720",
"8450"
],
[
"Gross Margin (%)",
"38.4",
"37.2"
],
[
"Operating Income",
"680",
"420"
]
] | Calculate Operating Margin for 2025 and the YoY improvement in percentage points. | 7.8; 2.8 |
4am_finQNA_34 | [
"Semiconductor Equipment maker reported record bookings from AI customers."
] | [
"Book-to-bill ratio stayed above 1.2 throughout the year."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"6850",
"5210"
],
[
"Gross Margin (%)",
"48.2",
"46.8"
],
[
"Backlog",
"12400",
"8920"
]
] | Calculate backlog coverage in months based on 2025 revenue. | 21.7 |
4am_finQNA_35 | [
"Utility company benefited from rate base growth and favorable regulatory decisions."
] | [
"Renewable mix increased to 42%."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"7840",
"7210"
],
[
"EBITDA",
"3120",
"2840"
],
[
"Net Income",
"1240",
"1080"
]
] | Calculate EBITDA Margin and Net Margin for 2025. | 39.8; 15.8 |
4am_finQNA_36 | [
"Gaming Company launched two major titles with strong pre-orders and monetization."
] | [
"User engagement metrics improved."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"5420",
"4680"
],
[
"Operating Income",
"1680",
"1240"
]
] | Calculate Operating Margin for both years and the expansion in percentage points. | 31.0 vs 26.5; 4.5 |
4am_finQNA_37 | [
"AeroDynamics Inc. reported higher deliveries but faced significant supply chain cost inflation and increased R&D for next-gen programs."
] | [
"The company maintained a strong backlog position."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"18740",
"16280"
],
[
"Cost of Revenue",
"14230",
"11980"
],
[
"Operating Expenses",
"3120",
"2840"
],
[
"Net Income",
"980",
"920"
],
[
"Backlog ($B)",
"68.4",
"59.2"
]... | 1. Calculate 2025 Gross Margin. 2. Calculate Operating Margin. 3. Determine backlog coverage in months of 2025 revenue. 4. Calculate how much backlog growth contributes as a multiple of 2025 revenue. | 24.1; 7.4; 43.8 months; 3.65x |
4am_finQNA_38 | [
"BioVita Pharma launched two new oncology drugs while legacy products faced generic competition."
] | [
"Royalty income increased significantly from licensing agreements."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Total Revenue",
"9340",
"8150"
],
[
"COGS",
"3120",
"2980"
],
[
"R&D",
"1840",
"1520"
],
[
"Net Income",
"1680",
"1240"
]
] | Calculate: 1) Gross Margin % for 2025. 2) R&D as % of revenue in both years. 3) Net Margin expansion in percentage points. 4) YoY Net Income growth rate. | 66.6; 19.7 vs 18.7; 2.1; 35.5 |
4am_finQNA_39 | [
"Global Retail Corp faced heavy promotional activity and rising logistics costs due to e-commerce shift."
] | [
"Same-store sales turned positive in the second half."
] | [
[
"Metric",
"2025",
"2024"
],
[
"Revenue ($M)",
"32450",
"29870"
],
[
"Gross Margin (%)",
"28.4",
"29.8"
],
[
"Operating Margin (%)",
"6.8",
"7.9"
],
[
"Comparable Sales Growth (%)",
"1.2",
"-2.4"
]
] | Calculate: 1) 2025 Operating Income. 2) Operating margin compression in pp. 3) Implied gross profit dollars for 2025. 4) The drag from gross margin contraction on operating income. | 2206.6; 1.1; 9215.8; ~455 |
4am_finQNA_40 | [
"FinCore Bank enjoyed higher net interest margins but increased provisions in Q4 due to one large exposure."
] | [
"Wealth management fee income grew strongly."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Net Interest Income",
"6850",
"5740"
],
[
"Non-Interest Income",
"3120",
"2680"
],
[
"Provisions",
"680",
"920"
],
[
"Net Income",
"4210",
"3380"
]
] | Calculate: 1) Percentage of Net Income growth from NII expansion. 2) Percentage from lower provisions. 3) Overall Net Income growth rate. | 68.4; 31.6; 24.6 |
4am_finQNA_41 | [
"GreenEnergy Solutions added new renewable capacity but realized lower power prices per MWh."
] | [
"Production efficiency improved due to better technology."
] | [
[
"Metric",
"2025",
"2024"
],
[
"Capacity (GW)",
"14.8",
"11.2"
],
[
"Revenue ($M)",
"4280",
"3950"
],
[
"EBITDA ($M)",
"1680",
"1420"
]
] | Calculate: 1) Revenue per GW for both years. 2) YoY % change in revenue per GW. 3) EBITDA Margin for 2025. | 289.2 vs 352.7; -18.0; 39.3 |
4am_finQNA_42 | [
"Luxury Brands completed the acquisition of a premium watchmaker contributing $420M revenue."
] | [
"Organic growth slowed due to currency headwinds."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"12480",
"10850"
],
[
"Organic Growth (%)",
"7.8",
"9.2"
],
[
"EBIT",
"3240",
"2680"
]
] | Calculate: 1) Total reported growth %. 2) Acquisition contribution in percentage points. 3) EBIT Margin for 2025. | 15.0; 3.9; 26.0 |
4am_finQNA_43 | [
"CloudSoft Inc. reported robust subscription growth with improving retention."
] | [
"Deferred revenue increased due to multi-year contracts."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Subscription Revenue",
"8750",
"6920"
],
[
"Total Revenue",
"9680",
"7840"
],
[
"Deferred Revenue",
"2450",
"1780"
]
] | Calculate: 1) Subscription revenue growth %. 2) Deferred revenue growth %. 3) Deferred revenue as % of total revenue in 2025. | 26.4; 37.6; 25.3 |
4am_finQNA_44 | [
"AutoParts Ltd. saw strong EV component demand while traditional ICE parts declined."
] | [
"Raw material costs stabilized in H2 after hedging."
] | [
[
"Metric",
"2025",
"2024"
],
[
"Revenue ($M)",
"6720",
"6180"
],
[
"Gross Margin (%)",
"21.8",
"23.5"
],
[
"Operating Income ($M)",
"840",
"920"
]
] | Calculate: 1) 2025 Operating Margin. 2) YoY change in Operating Margin (pp). 3) Implied gross profit dollars for 2025. | 12.5; -2.4; 1465.0 |
4am_finQNA_45 | [
"Consumer Staples Co maintained pricing power despite volume pressure in emerging markets."
] | [
"Cost optimization programs delivered savings."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"15420",
"14280"
],
[
"Operating Income",
"3120",
"2780"
]
] | Calculate Operating Margin for both years and the expansion in percentage points. | 20.2 vs 19.5; 0.7 |
4am_finQNA_46 | [
"Semicon Dynamics faced inventory correction in consumer electronics but grew strongly in AI and automotive."
] | [
"CapEx remained high for new capacity."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"21800",
"19650"
],
[
"Gross Profit",
"9840",
"9120"
],
[
"Free Cash Flow",
"3240",
"2890"
]
] | Calculate: 1) Gross Margin % for both years. 2) FCF margin for 2025. 3) YoY FCF growth rate. | 45.1 vs 46.4; 14.9; 12.1 |
4am_finQNA_47 | [
"Heavy Machinery Inc. announced a large share repurchase program while investing in new product lines."
] | [
"Mining segment drove majority of growth."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"15840",
"14290"
],
[
"Operating Income",
"2840",
"2310"
],
[
"Net Income",
"1950",
"1680"
],
[
"Shares Outstanding (M)",
"248",
"265"
]
] | Calculate: 1) 2025 Operating Margin. 2) EPS for 2025. 3) YoY EPS growth rate. | 17.9; 7.86; 24.1 |
4am_finQNA_48 | [
"MediTech Solutions reported strong hospital equipment sales while consumables grew steadily."
] | [
"Currency translation negatively impacted European revenue by an estimated $180M."
] | [
[
"Item",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"6720",
"5980"
],
[
"Gross Profit",
"4120",
"3590"
],
[
"EBITDA",
"1680",
"1420"
]
] | Perform the following steps: 1) Calculate Gross Margin % for 2025. 2) Calculate EBITDA Margin for 2025. 3) Estimate the currency-adjusted revenue growth rate. 4) Compute EBITDA margin expansion in percentage points. | 61.3; 25.0; 15.1; 1.4 |
4am_finQNA_49 | [
"Regional Bank Corp benefited from higher loan yields but deposit costs rose sharply in H2."
] | [
"Non-performing loans ratio improved to 0.8% from 1.4%."
] | [
[
"Category",
"2025 ($M)",
"2024 ($M)"
],
[
"Net Interest Income",
"2140",
"1780"
],
[
"Fee Income",
"680",
"620"
],
[
"Provision for Credit Losses",
"210",
"340"
],
[
"Net Income",
"1380",
"980"
]
] | Step-by-step: 1) Calculate total revenue growth %. 2) Determine the contribution of reduced provisions to YoY Net Income growth in percentage points. 3) Compute overall Net Income growth rate. 4) Estimate the impact of lower provisions as % of total growth. | 15.8; 8.7; 40.8; 31.7 |
4am_finQNA_50 | [
"SolarTech Power added significant new capacity but faced lower power purchase agreement prices."
] | [
"Operational efficiency improved due to newer assets."
] | [
[
"Metric",
"2025",
"2024"
],
[
"Installed Capacity (GW)",
"8.4",
"6.1"
],
[
"Revenue ($M)",
"1240",
"980"
],
[
"EBITDA ($M)",
"680",
"510"
]
] | Multi-step calculation: 1) Revenue per GW for both years. 2) YoY % decline in revenue per GW. 3) EBITDA Margin for 2025. 4) Implied EBITDA per GW improvement. | 147.6 vs 160.7; -8.1; 54.8; +12.4 |
4am_finQNA_51 | [
"Fashion Retail Group saw strong performance in premium segment while fast fashion slowed."
] | [
"Inventory turnover ratio improved from 4.2x to 5.1x."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"8930",
"8120"
],
[
"Gross Profit",
"4120",
"3840"
],
[
"Operating Income",
"980",
"1020"
]
] | Calculate step-by-step: 1) Gross Margin % for 2025. 2) Operating Margin % for 2025. 3) Operating margin change in pp. 4) Implied gross profit increase needed to offset operating deleverage. | 46.1; 11.0; -0.8; 165 |
4am_finQNA_52 | [
"DataCenter REIT reported higher occupancy and successful rent escalations across portfolio."
] | [
"Acquired three new facilities contributing $180M annualized revenue."
] | [
[
"Item",
"2025 ($M)",
"2024 ($M)"
],
[
"Total Revenue",
"2140",
"1780"
],
[
"NOI",
"1680",
"1390"
],
[
"FFO",
"1240",
"980"
]
] | Multi-step: 1) NOI Margin for 2025. 2) Implied organic revenue growth %. 3) FFO Margin. 4) Acquisition contribution to total revenue growth in percentage points. | 78.5; 8.4; 57.9; 10.1 |
4am_finQNA_53 | [
"Consumer Electronics Co. faced intense competition and higher component costs from new tariffs."
] | [
"Services revenue mix increased to 28% of total revenue."
] | [
[
"Metric",
"2025",
"2024"
],
[
"Revenue ($M)",
"28450",
"26180"
],
[
"Gross Margin (%)",
"32.4",
"34.8"
],
[
"Operating Margin (%)",
"9.8",
"11.2"
]
] | Step-by-step: 1) Operating Income for both years. 2) Total gross + operating margin compression in pp. 3) Implied services revenue in 2025. 4) Estimated impact of services mix on gross margin. | 2788 vs 2932; 3.8; 7966; positive |
4am_finQNA_54 | [
"Insurance Holdings saw premium growth but higher claims from natural catastrophes."
] | [
"Investment income benefited from higher yields."
] | [
[
"Item",
"2025 ($M)",
"2024 ($M)"
],
[
"Net Premiums Earned",
"8450",
"7620"
],
[
"Claims and Expenses",
"7120",
"5980"
],
[
"Investment Income",
"1240",
"980"
],
[
"Net Income",
"980",
"920"
]
] | Calculate: 1) Combined Ratio for 2025. 2) Investment income contribution to Net Income (%). 3) Net Income growth rate. 4) Underwriting result before investment income. | 84.3; 38.2; 6.5; -250 |
4am_finQNA_55 | [
"Software-as-a-Service leader maintained high growth with improving rule-of-40 score."
] | [
"Net revenue retention rate reached 118%."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"ARR",
"4250",
"3180"
],
[
"Total Revenue",
"3980",
"2940"
],
[
"Operating Income",
"920",
"510"
]
] | Multi-step reasoning: 1) Revenue growth %. 2) Operating Margin for 2025. 3) Operating Margin expansion. 4) Rule of 40 score for 2025. | 35.4; 23.1; 6.1; 58.5 |
4am_finQNA_56 | [
"Food & Beverage Corp implemented price increases to offset raw material inflation."
] | [
"Volume growth was negative in North America but strong in Asia."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"12480",
"11560"
],
[
"Gross Profit",
"5120",
"4890"
],
[
"Operating Income",
"2140",
"1980"
]
] | Calculate step-by-step: 1) Gross Margin % for 2025. 2) Operating Margin % for 2025. 3) Implied price vs volume contribution to growth. 4) Operating leverage on incremental revenue. | 41.0; 17.1; price-driven; 68% |
4am_finQNA_57 | [
"Industrial Chemicals experienced strong pricing in specialty segment while volumes declined in commodities."
] | [
"Energy costs decreased due to hedging."
] | [
[
"Item",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"6720",
"6480"
],
[
"EBITDA",
"1240",
"980"
],
[
"Net Income",
"680",
"520"
]
] | Step-by-step: 1) EBITDA Margin for both years. 2) EBITDA margin expansion. 3) Net Income growth rate. 4) Implied conversion rate from EBITDA to Net Income in 2025. | 18.5 vs 15.1; 3.4; 30.8; 54.8 |
4am_finQNA_58 | [
"Luxury Auto Manufacturer reported record deliveries of electric models."
] | [
"Average selling price increased due to higher mix of premium trims."
] | [
[
"Metric",
"2025",
"2024"
],
[
"Vehicles Delivered (k)",
"2180",
"1890"
],
[
"Revenue ($M)",
"124500",
"108400"
],
[
"EBIT ($M)",
"16800",
"14200"
]
] | Multi-step: 1) Revenue per vehicle ($k). 2) EBIT Margin for 2025. 3) Implied volume growth contribution. 4) Price/mix contribution to revenue growth. | 57.11; 13.5; 15.3%; 9.7% |
4am_finQNA_59 | [
"Telecom Operator faced declining legacy voice revenue but grew 5G subscriptions strongly."
] | [
"CapEx remained elevated for network expansion."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Service Revenue",
"18420",
"17980"
],
[
"Equipment Revenue",
"3120",
"2680"
],
[
"EBITDA",
"6840",
"6520"
]
] | Calculate: 1) Total revenue growth %. 2) EBITDA Margin for 2025. 3) EBITDA-Capex margin (proxy for FCF margin) assuming CapEx of $4250M. | 3.1; 31.9; 12.0 |
4am_finQNA_60 | [
"Asset Manager benefited from higher assets under management due to strong market performance."
] | [
"Performance fees were exceptionally high in 2025."
] | [
[
"Item",
"2025 ($M)",
"2024 ($M)"
],
[
"Management Fees",
"2840",
"2410"
],
[
"Performance Fees",
"920",
"340"
],
[
"Total Revenue",
"4120",
"3120"
],
[
"Net Income",
"1680",
"1240"
]
] | Step-by-step: 1) Percentage of revenue growth from performance fees. 2) Overall revenue growth %. 3) Net Margin for 2025. 4) Net Margin expansion. | 58.3; 32.1; 40.8; 3.2 |
4am_finQNA_61 | [
"Logistics and Shipping company benefited from normalized freight rates after 2024 volatility."
] | [
"Fuel costs declined due to hedging and efficiency gains."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"12480",
"13850"
],
[
"Operating Income",
"1680",
"920"
]
] | Calculate: 1) Operating Margin for both years. 2) Margin expansion in pp. 3) Implied operating leverage on revenue decline. | 13.5 vs 6.6; 6.9; very high |
4am_finQNA_62 | [
"Biotech startup turned profitable for the first time after successful drug launch."
] | [
"R&D expenses remained high for pipeline development."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"1840",
"920"
],
[
"R&D",
"680",
"1240"
],
[
"Net Income",
"240",
"-380"
]
] | Multi-step: 1) Revenue growth rate. 2) R&D as % of revenue in 2025. 3) Profitability swing amount. 4) Breakeven revenue level assuming fixed R&D. | 100; 37.0; 620; ~920 |
4am_finQNA_63 | [
"Department Store Chain continued store optimization program while growing e-commerce."
] | [
"Comparable sales growth turned positive after three years."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Total Revenue",
"8720",
"8450"
],
[
"Gross Margin (%)",
"38.4",
"37.2"
],
[
"Operating Income",
"680",
"420"
]
] | Calculate: 1) Operating Margin for 2025. 2) YoY Operating Margin improvement. 3) Gross profit dollars increase. 4) Operating leverage ratio. | 7.8; 2.8; 280; 3.1x |
4am_finQNA_64 | [
"Semiconductor Equipment maker saw record orders from AI chip manufacturers."
] | [
"Book-to-bill ratio remained above 1.2 throughout the year."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"6850",
"5210"
],
[
"Gross Margin (%)",
"48.2",
"46.8"
],
[
"Backlog",
"12400",
"8920"
]
] | Step-by-step: 1) Backlog coverage in months of 2025 revenue. 2) Gross Margin expansion. 3) Implied future revenue visibility from backlog. | 21.7; 1.4; very strong |
4am_finQNA_65 | [
"Utilities company benefited from rate base growth and favorable regulatory decisions."
] | [
"Renewable energy mix increased to 42%."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"7840",
"7210"
],
[
"EBITDA",
"3120",
"2840"
],
[
"Net Income",
"1240",
"1080"
]
] | Calculate: 1) EBITDA Margin. 2) Net Margin. 3) Implied tax and interest burden as % of EBITDA. | 39.8; 15.8; 60.3 |
4am_finQNA_66 | [
"Gaming and Entertainment company launched two major titles with strong pre-orders."
] | [
"User engagement metrics improved significantly."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"5420",
"4680"
],
[
"Operating Income",
"1680",
"1240"
]
] | Calculate Operating Margin for both years, the expansion in pp, and implied incremental margin on revenue growth. | 31.0 vs 26.5; 4.5; 68.8 |
4am_finQNA_67 | [
"PharmaCorp faced patent expiration but launched two new high-margin therapies."
] | [
"R&D spend as % of revenue declined due to cost optimization."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"14280",
"15840"
],
[
"Gross Profit",
"9840",
"10250"
],
[
"R&D",
"2840",
"3120"
],
[
"Net Income",
"3120",
"2680"
]
] | Multi-step: 1) Gross Margin %. 2) Net Margin %. 3) R&D intensity change. 4) Net Margin expansion despite revenue decline. | 68.9; 21.8; -2.1 pp; +2.1 |
4am_finQNA_68 | [
"Commercial Bank saw robust loan growth in corporate segment."
] | [
"Net Interest Margin expanded 28 basis points."
] | [
[
"Item",
"2025 ($M)",
"2024 ($M)"
],
[
"Total Loans",
"124500",
"108200"
],
[
"Net Interest Income",
"4280",
"3650"
],
[
"Non-Interest Income",
"1680",
"1420"
],
[
"Net Income",
"2450",
"1980"
]
] | Calculate: 1) Loan growth %. 2) Contribution of NIM expansion to NII growth. 3) Overall Net Income growth. | 15.1; 41; 23.7 |
4am_finQNA_69 | [
"EV Manufacturer scaled production significantly but faced raw material volatility."
] | [
"Average selling price declined due to increased competition."
] | [
[
"Metric",
"2025",
"2024"
],
[
"Vehicles Delivered (k)",
"680",
"420"
],
[
"Revenue ($M)",
"24800",
"18400"
],
[
"Gross Margin (%)",
"18.4",
"22.6"
]
] | Calculate: 1) Revenue per vehicle ($k). 2) Gross margin contraction (pp). 3) Implied total cost increase offset by volume. | 36.47; 4.2; ~3120 |
4am_finQNA_70 | [
"Tech Hardware leader benefited from AI server demand while PC segment declined."
] | [
"Inventory levels normalized by year end."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"68450",
"62180"
],
[
"Gross Profit",
"18420",
"17240"
],
[
"Operating Income",
"8450",
"7120"
]
] | Step-by-step: 1) Gross Margin %. 2) Operating Margin %. 3) Operating leverage on incremental revenue. | 26.9; 12.3; 78% |
4am_finQNA_71 | [
"Real Estate Investment Trust achieved higher occupancy and positive rent spreads."
] | [
"Acquired $650M portfolio in Q3."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Rental Revenue",
"1840",
"1620"
],
[
"NOI",
"1240",
"1080"
],
[
"FFO",
"920",
"780"
]
] | Calculate: 1) NOI Margin. 2) Implied annualized revenue contribution from acquisitions. 3) FFO Margin. | 67.4; 650; 50.0 |
4am_finQNA_72 | [
"Consumer Goods Co. successfully passed through commodity inflation via pricing actions."
] | [
"Advertising spend increased to support new product launches."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"21800",
"19850"
],
[
"Gross Margin (%)",
"42.8",
"41.2"
],
[
"Operating Margin (%)",
"16.4",
"15.1"
]
] | Calculate: 1) Operating Income growth %. 2) Margin expansion (Gross + Operating). 3) Implied operating leverage. | 19.8; 2.9 pp; strong |
4am_finQNA_73 | [
"Airline operator recovered strongly post-pandemic with record load factors."
] | [
"Fuel hedging program saved $280M in 2025."
] | [
[
"Metric",
"2025",
"2024"
],
[
"Revenue ($M)",
"12480",
"9850"
],
[
"Load Factor (%)",
"84.2",
"79.8"
],
[
"Operating Income ($M)",
"1680",
"920"
]
] | Calculate: 1) Revenue growth %. 2) Operating Margin for 2025. 3) Implied hedging benefit on margin. | 26.7; 13.5; 2.2 pp |
4am_finQNA_74 | [
"Specialty Chemical company benefited from demand in semiconductor and EV markets."
] | [
"Volume growth offset pricing pressure in base chemicals."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"6720",
"5980"
],
[
"EBITDA",
"1680",
"1240"
],
[
"Net Income",
"920",
"680"
]
] | Calculate: 1) EBITDA Margin expansion. 2) Net Income growth rate. 3) EBITDA to Net conversion ratio. | 3.1 pp; 35.3; 54.8 |
4am_finQNA_75 | [
"Payment Processor saw strong volume growth in e-commerce and cross-border."
] | [
"Take-rate remained stable despite competitive pressure."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Payment Volume ($B)",
"1240",
"980"
],
[
"Revenue",
"4280",
"3420"
],
[
"Net Income",
"1680",
"1240"
]
] | Calculate: 1) Take-rate in basis points. 2) Revenue growth %. 3) Net Margin. 4) Implied operating leverage. | 34.5; 25.1; 39.3; high |
4am_finQNA_76 | [
"Industrial Conglomerate divested non-core assets while growing core aerospace segment."
] | [
"Organic growth was 6.8%."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Total Revenue",
"36800",
"34200"
],
[
"EBIT",
"6240",
"5680"
],
[
"Net Income",
"4120",
"3680"
]
] | Calculate: 1) Reported revenue growth %. 2) EBIT Margin for 2025. 3) Implied divestiture impact. | 7.6; 17.0; -1.2 pp drag |
4am_finQNA_77 | [
"Hotel Chain operator reported strong RevPAR growth in major markets."
] | [
"Occupancy rate reached pre-pandemic levels."
] | [
[
"Metric",
"2025",
"2024"
],
[
"Revenue ($M)",
"4250",
"3680"
],
[
"RevPAR ($)",
"142",
"118"
],
[
"EBITDA Margin (%)",
"28.4",
"24.8"
]
] | Calculate: 1) Revenue growth %. 2) EBITDA Margin expansion. 3) Implied RevPAR contribution to growth. | 15.5; 3.6; 80% |
4am_finQNA_78 | [
"Cloud Infrastructure Provider added major hyperscale customers."
] | [
"Utilization rates improved across data centers."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"9850",
"7420"
],
[
"Gross Margin (%)",
"68.2",
"65.4"
],
[
"Operating Income",
"2840",
"1680"
]
] | Calculate: 1) Revenue growth %. 2) Operating Margin for 2025. 3) Operating Margin expansion. 4) Incremental margin. | 32.7; 28.8; 6.1; 48.5 |
4am_finQNA_79 | [
"Retail Bank focused on digital transformation while managing branch optimization."
] | [
"Cost-to-income ratio improved."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Net Interest Income",
"3120",
"2840"
],
[
"Fee Income",
"980",
"920"
],
[
"Operating Expenses",
"2180",
"2120"
],
[
"Net Income",
"1420",
"1180"
]
] | Calculate: 1) Cost-to-Income ratio for 2025. 2) Net Income growth %. 3) Total revenue growth. | 53.4; 20.3; 9.8 |
4am_finQNA_80 | [
"Medical Device company launched next-gen implant with strong adoption."
] | [
"Pricing pressure increased in developed markets."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"6840",
"6120"
],
[
"Gross Margin (%)",
"72.8",
"71.2"
],
[
"R&D (% of sales)",
"14.2",
"15.8"
]
] | Calculate: 1) Gross Profit growth %. 2) R&D intensity change. 3) Implied gross margin benefit from new product. | 18.4; -1.6 pp; positive |
4am_finQNA_81 | [
"Steel Producer benefited from higher prices in early 2025 but volumes declined in H2."
] | [
"Energy efficiency initiatives reduced costs."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"12480",
"13850"
],
[
"EBITDA",
"2480",
"3120"
],
[
"Net Income",
"920",
"1240"
]
] | Calculate: 1) EBITDA Margin both years. 2) Margin contraction. 3) Net Income decline %. | 19.9 vs 22.5; 2.6 pp; -25.8 |
4am_finQNA_82 | [
"Online Marketplace expanded into new categories and geographies."
] | [
"Take rate improved slightly due to premium services."
] | [
[
"Metric",
"2025 ($B)",
"2024 ($B)"
],
[
"GMV",
"124",
"98"
],
[
"Revenue",
"14.8",
"11.2"
],
[
"Net Income",
"3.2",
"2.1"
]
] | Calculate: 1) Take rate % for 2025. 2) Revenue growth %. 3) Net Margin for 2025. | 11.9; 32.1; 21.6 |
4am_finQNA_83 | [
"Railway operator benefited from higher freight volumes and successful pricing negotiations."
] | [
"Maintenance capex remained elevated."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"8450",
"7620"
],
[
"Operating Income",
"2180",
"1680"
],
[
"EBITDA",
"3120",
"2680"
]
] | Calculate: 1) Operating Margin. 2) EBITDA Margin. 3) EBITDA to Operating conversion ratio. | 25.8; 36.9; 69.9 |
4am_finQNA_84 | [
"Cybersecurity firm reported strong subscription bookings and high renewal rates."
] | [
"Deferred revenue grew substantially."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"4280",
"3120"
],
[
"Subscription Revenue",
"3850",
"2680"
],
[
"Deferred Revenue",
"1680",
"920"
]
] | Calculate: 1) Subscription growth %. 2) Deferred revenue / annual subscription revenue ratio. 3) Revenue growth. | 43.7; 0.44; 37.2 |
4am_finQNA_85 | [
"Automotive Supplier saw strong demand for EV powertrain components."
] | [
"Raw material costs stabilized after 2024 spikes."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"9850",
"8420"
],
[
"Gross Margin (%)",
"19.8",
"18.4"
],
[
"Operating Income",
"1240",
"920"
]
] | Calculate: 1) Operating Margin improvement. 2) Gross Margin expansion. 3) Implied operating leverage. | 2.1 pp; 1.4 pp; strong |
4am_finQNA_86 | [
"Beverage Company expanded zero-sugar portfolio successfully."
] | [
"Emerging markets contributed 58% of revenue growth."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"18400",
"16850"
],
[
"Operating Income",
"4120",
"3680"
]
] | Calculate: 1) Operating Margin for 2025. 2) Margin expansion. 3) Implied emerging market contribution to profit growth. | 22.4; 0.8; 65% |
4am_finQNA_87 | [
"Chip Design company licensed new AI accelerator IP to multiple foundries."
] | [
"Royalty revenue grew rapidly."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"License Revenue",
"3120",
"2680"
],
[
"Royalty Revenue",
"1240",
"680"
],
[
"Total Revenue",
"4680",
"3520"
]
] | Calculate: 1) Royalty contribution % in 2025. 2) Total revenue growth %. 3) Implied royalty growth rate. | 26.5; 33.0; 82.4 |
4am_finQNA_88 | [
"Regional Airport Operator saw passenger traffic recover fully with new international routes."
] | [
"Non-aeronautical revenue per passenger increased."
] | [
[
"Metric",
"2025",
"2024"
],
[
"Passengers (M)",
"48.2",
"42.1"
],
[
"Revenue ($M)",
"1240",
"980"
],
[
"EBITDA ($M)",
"680",
"510"
]
] | Calculate: 1) Revenue per passenger. 2) EBITDA Margin. 3) Passenger growth contribution to revenue growth. | 25.73; 54.8; 62% |
4am_finQNA_89 | [
"Logistics REIT achieved high occupancy with new warehouse deliveries."
] | [
"Rent growth averaged 4.8% on renewals."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Rental Income",
"1680",
"1420"
],
[
"NOI",
"1240",
"1020"
],
[
"Occupancy (%)",
"96.8",
"94.2"
]
] | Calculate: 1) NOI Margin. 2) Implied same-store rental growth. 3) Occupancy impact. | 73.8; 4.8; positive |
4am_finQNA_90 | [
"Media Conglomerate benefited from streaming subscriber growth but faced linear TV decline."
] | [
"Content costs remained well controlled."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Streaming Revenue",
"6850",
"5210"
],
[
"Total Revenue",
"12480",
"11850"
],
[
"EBITDA",
"3120",
"2680"
]
] | Calculate: 1) Streaming contribution %. 2) EBITDA Margin. 3) Implied linear TV decline drag. | 54.9; 25.0; moderate |
4am_finQNA_91 | [
"Construction Equipment maker saw strong replacement demand in North America."
] | [
"Dealer inventory levels normalized."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"9850",
"8420"
],
[
"Operating Margin (%)",
"14.8",
"12.6"
],
[
"Backlog ($M)",
"6420",
"5210"
]
] | Calculate: 1) Operating Income for 2025. 2) Backlog coverage in months. 3) Margin expansion. | 1457.8; 7.8; 2.2 pp |
4am_finQNA_92 | [
"Generic Pharma company launched several new products after successful ANDA approvals."
] | [
"Pricing erosion continued on older molecules."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"3120",
"2680"
],
[
"Gross Margin (%)",
"58.4",
"54.2"
],
[
"Net Income",
"680",
"420"
]
] | Calculate: 1) Gross Margin expansion. 2) Net Income growth rate. 3) Implied new product contribution. | 4.2 pp; 61.9; dominant |
4am_finQNA_93 | [
"Renewable Energy Developer completed several large wind and solar projects."
] | [
"Power Purchase Agreements secured at attractive rates."
] | [
[
"Metric",
"2025",
"2024"
],
[
"Operational Capacity (GW)",
"12.8",
"9.4"
],
[
"Revenue ($M)",
"2840",
"2180"
],
[
"EBITDA ($M)",
"1680",
"1240"
]
] | Calculate: 1) Revenue per GW. 2) EBITDA Margin. 3) Implied capacity utilization improvement. | 221.9; 59.2; strong |
4am_finQNA_94 | [
"Financial Technology company expanded into banking-as-a-service partnerships."
] | [
"User base grew 42% YoY."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"4250",
"3120"
],
[
"Gross Profit",
"3120",
"2180"
],
[
"Net Income",
"980",
"620"
]
] | Calculate: 1) Gross Margin. 2) Net Margin. 3) Revenue growth rate. | 73.4; 23.1; 36.2 |
4am_finQNA_95 | [
"Packaging Company benefited from e-commerce demand and sustainable packaging shift."
] | [
"Raw material costs moderated in H2."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"6850",
"6420"
],
[
"Operating Income",
"980",
"920"
],
[
"Net Income",
"680",
"640"
]
] | Calculate: 1) Operating Margin both years. 2) Margin change. 3) Net Income growth. | 14.3 vs 14.3; flat; 6.3 |
4am_finQNA_96 | [
"AI Software company reported accelerating enterprise adoption and multi-year contracts."
] | [
"Sales and marketing efficiency improved significantly."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"3120",
"1840"
],
[
"Operating Income",
"680",
"120"
],
[
"Deferred Revenue",
"1680",
"920"
]
] | Calculate: 1) Revenue growth %. 2) Operating Margin for 2025. 3) Margin improvement. 4) Deferred revenue coverage. | 69.6; 21.8; 15.3 pp; 0.54x |
4am_finQNA_97 | [
"NextGen AI Infrastructure company signed several large multi-year hyperscaler contracts."
] | [
"Utilization rate of existing data centers improved to 82%."
] | [
[
"Metric",
"2025 ($M)",
"2024 ($M)"
],
[
"Revenue",
"4850",
"3120"
],
[
"Gross Profit",
"3680",
"2180"
],
[
"Operating Income",
"1240",
"420"
],
[
"Deferred Revenue",
"2850",
"1680"
]
] | Calculate: 1) Gross Margin. 2) Operating Margin. 3) Deferred revenue growth %. 4) Revenue growth. | 75.9; 25.6; 69.6; 55.4 |
4am_finQNA_98 | [
"Mid-sized Commercial Bank expanded its wealth management division while facing margin pressure on deposits."
] | [
"Loan loss provisions remained low due to strong credit quality."
] | [
[
"Item",
"2025 ($M)",
"2024 ($M)"
],
[
"Net Interest Income",
"3680",
"3240"
],
[
"Non-Interest Income",
"1240",
"980"
],
[
"Provisions",
"180",
"320"
],
[
"Net Income",
"2150",
"1680"
]
] | Calculate: 1) Contribution of lower provisions to Net Income growth (pp). 2) Total Net Income growth %. 3) Non-Interest Income contribution. | 8.7; 28.0; 22% |
4am_finQNA_99 | [
"Specialty Retailer shifted focus toward private label brands with higher margins."
] | [
"Same-store sales growth accelerated in Q4."
] | [
[
"Metric",
"2025",
"2024"
],
[
"Revenue ($M)",
"12480",
"11250"
],
[
"Gross Margin (%)",
"42.8",
"38.6"
],
[
"Operating Margin (%)",
"12.4",
"10.9"
]
] | Calculate: 1) Gross Margin expansion. 2) Operating Income both years. 3) Operating leverage on revenue growth. | 4.2; 1547.5 vs 1226.3; high |
4am_finQNA_100 | [
"Offshore Wind Developer commissioned several new projects in the North Sea."
] | [
"Government subsidies contributed to revenue recognition."
] | [
[
"Metric",
"2025",
"2024"
],
[
"Operational Capacity (GW)",
"6.8",
"4.2"
],
[
"Revenue ($M)",
"1840",
"980"
],
[
"EBITDA ($M)",
"1120",
"520"
]
] | Calculate: 1) Revenue per GW both years. 2) EBITDA Margin for 2025. 3) Implied capacity utilization / efficiency gain. | 270.6 vs 233.3; 60.9; strong |
End of preview. Expand in Data Studio
4am_FinQNA-Filtered
Dataset Summary
This dataset is a refined, JSONL-formatted version of the FinQNA dataset, specifically optimized for high-performance financial QA tasks. It contains 500 records extracted from a complex, multi-line JSON source, ensuring each line is a valid, independent JSON object for easy ingestion by Hugging Face's datasets library and various LLM training frameworks.
Dataset Structure
Each record represents a financial query and its associated context:
- id: Unique identifier for the financial record.
- pre_text: Textual context found before the financial tables (e.g., analyst remarks).
- post_text: Textual context found after the financial tables.
- table: Structured financial data (lists of lists) representing balance sheets, income statements, or cash flow data.
- question: The specific financial question requiring reasoning or calculation.
- answer: The target answer derived from the provided context.
Technical Processing
The dataset underwent a robust conversion process to ensure data integrity:
- Extraction: Handled multi-line JSON structures and concatenated objects.
- Cleaning: Filtered out malformed JSON markers and separators.
- Format: Converted to
.jsonl(JSON Lines) to support streaming and efficient batch processing.
Usage
You can load this dataset using the Hugging Face library:
from datasets import load_dataset
dataset = load_dataset("3amthoughts/4am_FinQNA-Filtered")
print(dataset['train'][0])
Applications
- Training Large Language Models (LLMs) for financial reasoning.
- Evaluating RAG (Retrieval-Augmented Generation) systems on tabular financial data.
- Benchmarking numerical reasoning in a business context.
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