next-tat/TAT-DQA huggingface dataset:
Questions and answers about page 1 of the financial report pegasystems-inc_2019.pdf:

question: What are the respective values for maintenance in 2018 and 2019?
answer: $269,708
$292,696
scale: thousand
question: What are the respective values for Term in 2018 and 2019?
answer: 190,349
231,267
scale: thousand
question: What are the respective values for total ACV in 2018 and 2019?
answer: $570,030
$693,292
scale: thousand
question: What is the percentage change in the maintenance values between 2018 and 2019?
answer: 8.52
derivation: (292,696 - 269,708)/269,708 
scale: percent
question: What is the value of Client Cloud as a percentage of the total ACV in 2019?
answer: 75.58
derivation: 523,963/693,292 
scale: percent
question: What is the value of Pega Cloud as a percentage of the total ACV in 2019?
answer: 24.42
derivation: 169,329/693,292 
scale: percent
Questions and answers about page 1 of the financial report activision-blizzard-inc_2019.pdf:

question: What was the company's outstanding debt At both December 31, 2019 and December 31, 2018?
answer: $2.7 billion
scale: billion
question: What was the gross carrying amount in the 2021 Notes?
answer: $650
scale: million
question: What was the gross carrying amount in the 2022 Notes?
answer: 400
scale: million
question: What was the change in gross carrying amount between the 2021 and 2022 Notes?
answer: 250
derivation: (650-400)
scale: million
question: What is the sum of the 2 highest gross carrying amounts?
answer: 1500
derivation: (850+650)
scale: million
question: What is the percentage change in the net carrying amount between the 2022 Notes and 2026 Notes?
answer: 111.81
derivation: (843-398)/398
scale: percent
Questions and answers about page 1 of the financial report international-business-machines-corp_2019.pdf:

question: What caused the decrease in the pre-tax income in 2019?
answer: driven primarily by the decline in revenue and gross profit, and a higher level of workforce rebalancing charges in the current year.
question: What was the pre-tax margin of 2019?
answer: 5.8%
question: What were the steps taken by the firm to improve the cost effectiveness?
answer: continued to take structural actions to improve our cost competitiveness and are accelerating the use of AI and automation in delivery operations, including leveraging Red Hat’s Ansible platform.
question: What were the average External total gross profit?
answer: 9775
derivation: (9,515 + 10,035) / 2
scale: million
question: What was the increase / (decrease) rate in the Pre-tax income from 2018 to 2019?
answer: -7.64
derivation: 1,645 / 1,781 - 1
scale: percent
question: What was the increase / (decrease) in the Pre-tax margin from 2018 to 2019?
answer: -0.1
derivation: 5.8% - 5.9%
scale: percent
Questions and answers about page 1 of the financial report siemens-ag_2019.pdf:

question: What was the expense recognized in fiscal 2019 as a service cost under IFRS for Managing Board members’ entitlements amount to?
answer: € 5.6 million
question: What is the current interest rate?
answer: 0.90%
question: What was The defined benefit obligation (DBO) of all pension commitments to former members of the Managing Board and their surviving dependents as of September 30, 2019 amount to?
answer: €175.7 million
question: What was the increase in Joe Kaeser salary from 2018 to 2019?
answer: 24360
derivation: 1,234,800 - 1,210,440
scale: million
question: What is the percentage increase / (decrease) of Cedrik Neike's salary from 2018 to 2019?
answer: 2
derivation: 616,896 / 604,800 - 1
scale: percent
question: What percentage of total compensation was Michael Sen's salary?
answer: 11.11
derivation: 616,896 / 5,553,072
scale: percent
Questions and answers about page 1 of the financial report frequency-electronics-inc_2019.pdf:

question: Which global market is the common stock of the Company listed on?
answer: NASDAQ
question: What symbol is the common stock trading under?
answer: FEIM
question: What is the high sale and low sale of the first quarter of 2019 respectively?
answer: $8.95
$7.30
question: What is the difference in the high and low sale of the first quarter in 2019?
answer: 1.65
derivation: 8.95-7.30
question: What is the average quarterly low sale price for 2019?
answer: 8.88
derivation: (7.30+7.80+9.60+10.80)/4
question: What is the average quarterly high sale price for 2019?
answer: 11.81
derivation: (8.95+11.38+13.38+13.52)/4
Questions and answers about page 1 of the financial report alarmcom-holdings-inc_2019.pdf:

question: What was the increase in the company's Alarm.com segment SaaS and license revenue in 2019 was primarily due to?
answer: growth in our subscriber base, including the revenue impact from subscribers we added in 2018.
question: Why was there an increase in hardware and other revenue in 2019 compared to 2018?
answer: due to an increase in the volume of video cameras sold.
question: What was the SaaS and license revenue in 2019?
answer: $337,375
scale: thousand
question: How many years did SaaS and license revenue exceed $300,000 thousand?
answer: 1
derivation: 2019
question: How many components of revenue exceeded $200,000 thousand in 2018?
answer: 1
derivation: SaaS and license revenue
question: What was SaaS and license revenue as a percentage of total revenue in 2019?
answer: 67.16
derivation: 337,375/502,363
scale: percent
Questions and answers about page 1 of the financial report singapore-telecommunications-ltd_2019.pdf:

question: What is the topic of note 21?
answer: Subsidiaries
question: Which subsidiary is there a deemed investment in?
answer: Singtel Group Treasury Pte. Ltd. (“SGT”)
question: What are the terms of the shareholders' advances?
answer: interest-free and unsecured with settlement neither planned nor likely to occur in the foreseeable future
question: What is the average balance of the total across the 3 years?
answer: 18958.7
derivation: (20,009.2 + 19,425.9 + 17,441.0) / 3
scale: million
question: What is the average allowance for impairment losses across the 3 years?
answer: 16
derivation: (16.0 + 16.0 + 16.0 )/ 3
scale: million
question: How many factors are involved in calculating the balance for subsidiaries?
answer: 4
derivation: Unquoted equity shares##Shareholders' advances##Deemed investment in a subsidiary##Allowance for impairment losses
Questions and answers about page 1 of the financial report cubic-corp_2019.pdf:

question: What is the amount of finished products in 2019?
answer: $10,905
scale: thousand
question: What do the costs incurred for certain U.S. federal government contracts include?
answer: general and administrative costs as allowed by government cost accounting standards
question: What are the components that make up the net inventories?
answer: Finished products
Work in process and inventoried costs under long-term contracts
Materials and purchased parts
Customer advances
question: In which year is the value of finished products higher?
answer: 2019
derivation: 10,905>7,099
question: What is the change in materials and purchased parts from 2018 to 2019?
answer: 25228
derivation: 48,938-23,710
scale: thousand
question: What is the percentage change in net inventories from 2018 to 2019?
answer: 26.84
derivation: (106,794-84,199)/84,199
scale: percent
Questions and answers about page 1 of the financial report taiwan-semiconductor-manufacturing-co-ltd_2019.pdf:

question: What is meant by Domestic?
answer: sales to Taiwan
question: What is included in others?
answer: revenue associated with packaging and testing services, mask making, design services, and royalties.
question: How did the the Company began to break down the net revenue by product since 2018?
answer: based on a new method which associates most estimated sales returns and allowances with individual sales transactions, as opposed to the previous method which allocated sales returns and allowances based on the aforementioned gross revenue.
question: What is the change in Wafer Domestic Shipments between 2018 and 2019?
answer: 103
derivation: 1,678-1,575
scale: thousand
question: What is the change in Wafer Domestic Net Revenue between 2018 and 2019?
answer: 9540746
derivation: 91,259,259-81,718,513
scale: thousand
question: What is the change in Others Domestic Net Revenue between 2018 and 2019?
answer: 437689
derivation: 8,835,783-8,398,094
scale: thousand
Questions and answers about page 1 of the financial report lam-research-corporation_2019.pdf:

question: What was the number of shares represented by the Marketbased PRSUs earned over the performance period based on?
answer: our stock price performance compared to the market price performance of the SOX index
question: What was the Company's stock price performance over the three-year performance period?
answer: 89.93%
question: How much did Lam's stock price outperform the SOX index by?
answer: 5.46%
question: Which named executive officer has the highest target award opportunity?
answer: Timothy M.Archer
derivation: Find the named executive officer with the highest target award opportunity
question: Which named executive officer has the highest Market-based PRSUs award?
answer: Timothy M.Archer
derivation: Find the named executive officer with the highest Market-based PRSUs award
question: Which named executive officer has the highest Stock Options Award?
answer: Timothy M.Archer
derivation: Find the named executive officer with the highest Stock Options Award
Questions and answers about page 1 of the financial report cornerstone-ondemand-inc_2019.pdf:

question: What was the weighted-average grant date fair value of PRSUs granted in 2017?
answer: $41.73
question: What was the unrecognized compensation expense related to unvested PRSUs in 2019?
answer: $16.9 million
question: What was the weighted-average grant date fair value of PRSUs granted in 2018?
answer: $40.53
question: What is the difference in weighted-average grant date fair value between granted and forfeited shares?
answer: 15.45
derivation: (56.74-41.29)
question: What is the sum of number of unvested shares in 2018 and number of granted shares?
answer: 2314
derivation: (1,924+390)
scale: thousand
question: What is the change in number of unvested shares between 2018 and 2019?
answer: -172
derivation: (1,752-1,924)
scale: thousand
Questions and answers about page 1 of the financial report a10-networks-inc_2019.pdf:

question: What is the company's unrecognized tax benefit in 2019?
answer: $4,441
scale: thousand
question: What is the company's unrecognized tax benefit in 2018?
answer: $4,191
scale: thousand
question: What is the company's unrecognized tax benefit in 2017?
answer: $3,782
scale: thousand
question: What is the company's gross unrecognized tax benefits - ending balance in 2016?
answer: 12414
derivation: $4,441 + $4,191 + $3,782 
scale: thousand
question: What is the company's change in beginning balance between 2018 and 2019?
answer: 10.81
derivation: ($4,191 - $3,782)/$3,782 
scale: percent
question: What is the total increases related to tax positions taken during current year in 2018 and 2019?
answer: 1205
derivation: 530 + 675 
scale: thousand
Questions and answers about page 1 of the financial report cal-maine-foods-inc_2019.pdf:

question: What is the number of eggs in 2019?
answer: 14,318
scale: thousand
question: What is the increase / (decrease) in number of eggs in 2019?
answer: -2995
derivation: 14,318 - 17,313
scale: thousand
question: What was the flock composition in June 2019?
answer: consisted of approximately 9.4 million pullets and breeders and 36.2 million layers.
question: What is the age for the pullets?
answer: under 18 weeks
question: What is the percentage increase / (decrease) in feed and supplies in 2019 compared to 2018?
answer: -4.3
derivation: 52,383 / 54,737 - 1
scale: percent
question: What is the increase / (decrease) in total inventory in 2019 compared to 2018?
answer: 3593
derivation: 172,237 - 168,644
scale: thousand
Questions and answers about page 1 of the financial report iselect-ltd_2019.pdf:

question: What are the four reportable segments which offer a service that includes comparison, purchase support and lead referrals?
answer: Health (private health insurance)
Life and General Insurance
Energy and Telecommunications
Other, predominately offering financial service products including home loans in Australia and Asia
question: What do the unalloacated corporate costs include in the current year?
answer: costs associated with the business restructure and other one-off transactions
question: What is the revenue in Australia in 2019?
answer: 149,295
scale: thousand
question: What is the percentage change in the revenue in Australia from 2018 to 2019?
answer: -14.58
derivation: (149,295-174,776)/174,776
scale: percent
question: What is the percentage change in the revenue in Asia from 2018 to 2019?
answer: 125.71
derivation: (4,864-2,155)/2,155
scale: percent
question: What is the percentage of Australia's non-current assets in the total non-current assets in 2019?
answer: 73.48
derivation: 44,061/59,960
scale: percent
Questions and answers about page 1 of the financial report jabil-circuit-inc_2019.pdf:

question: What was the maximum aggregate number of shares that are available for issuance under the 2011 Employee Stock Purchase Plan?
answer: 12,000,000
question: How was the expected volatility estimated?
answer: using the historical volatility derived from the Company’s common stock.
question: Which years does the table provide data for expected dividend yield?
answer: 2019
2018
2017
question: How many years did the risk-free interest rate exceed 2.0%?
answer: 1
derivation: 2019
question: What was the percentage change in expected volatility between 2018 and 2019?
answer: 5.6
derivation: 28.6-23.0
scale: percent
question: What was the percentage change in Expected dividend yield between 2017 and 2018?
answer: -0.2
derivation: 0.6-0.8
scale: percent
Questions and answers about page 1 of the financial report pegasystems-inc_2019.pdf:

question: What are the company's respective stock-based compensation for  cost of revenues in 2019 and 2018?
answer: $18,822
$16,862
scale: thousand
question: What are the company's respective stock-based compensation for selling and marketing in 2019 and 2018?
answer: 32,665
23,237
scale: thousand
question: What are the company's respective stock-based compensation for research and development in 2019 and 2018?
answer: 18,938
15,274
scale: thousand
question: What is the company's average stock-based compensation for the cost of revenue between 2017 to 2019?
answer: 16752.33
derivation: ($14,573 + $16,862 + $18,822)/3 
scale: thousand
question: What is the company's average stock-based compensation for selling and marketing in 2018 and 2019?
answer: 27951
derivation: (23,237 + 32,665)/2 
scale: thousand
question: What is the company's average stock-based compensation for research and development in 2018 and 2019?
answer: 17106
derivation: (18,938 + 15,274)/2
scale: thousand
Questions and answers about page 1 of the financial report adobe-systems-inc_2019.pdf:

question: What was the gross profit margin in 2018?
answer: 86.77
derivation: 7,835,009/9,030,008
scale: percent
question: Why was the working capital negative in 2019?
answer: working capital was in a deficit primarily due to the reclassification of our $2.25 billion term loan due April 30, 2020 and $900 million 4.75% senior notes due February 1, 2020 to current liabilities.
question: What is the total liabilities of the company in 2019?
answer: 4138267
derivation: 3,149,343 + 988,924
scale: thousand
question: What was the total net income of basic shares in 2019?
answer: 2951786.37
derivation: 486,291 * $6.07
question: What type is the year 2016, 52-week or 53-week?
answer: 53-week
question: When did the company adopt the requirements of the Financial Accounting Standards Board's Accounting Standards Update No. 2014-09, Revenue from Contracts with Customers, Topic 606, utilizing the modified retrospective method of transition?
answer: December 1, 2018
Questions and answers about page 1 of the financial report alarmcom-holdings-inc_2019.pdf:

question: Which years does the table provide information for revenue?
answer: 2019
2018
question: What was the net income attributable to common stockholders in 2018?
answer: 13,264
scale: thousand
question: What was the Net income attributable to common stockholders per share - basic in 2019?
answer: $1.05
question: What was the change in the Net income attributable to common stockholders per share - diluted between 2018 and 2019?
answer: 0.76
derivation: 1.02-0.26
question: What was the change in the Net income attributable to common stockholders between 2018 and 2019?
answer: 37811
derivation: 51,075-13,264
scale: thousand
question: What was the percentage change in the revenue between 2018 and 2019?
answer: 16.97
derivation: (527,550-451,013)/451,013
scale: percent
Questions and answers about page 1 of the financial report pegasystems-inc_2019.pdf:

question: What are the respective revenue from perpetual license in 2015 and 2016?
answer: 166,305
145,053
scale: thousand
question: What are the respective revenue from perpetual license in 2016 and 2017?
answer: 145,053
132,883
scale: thousand
question: What are the respective revenue from perpetual license in 2018 and 2019?
answer: 109,863
80,015
scale: thousand
question: What is the percentage change in the revenue earned from term license between 2015 and 2016?
answer: 39.3
derivation: (152,231 - 109,283)/109,283 
scale: percent
question: What is the percentage change in the revenue earned from perpetual license between 2018 and 2019?
answer: -27.17
derivation: (80,015 - 109,863)/109,863 
scale: percent
question: What is the total revenue earned from maintenance in 2017 and 2018?
answer: 506195
derivation: 242,320 + 263,875 
scale: thousand
Questions and answers about page 1 of the financial report siemens-ag_2019.pdf:

question: What was the Free cash flow for the Industrial Businesses?
answer: €8,000 millions
question: What is the source for capital funding requirement?
answer: With our ability to generate positive operating cash flows, our total liquidity (defined as cash and cash equivalents plus current interest-bearing debt securities) of €13.7 billion, our unused lines of credit, and our credit ratings at year-end, we believe that we have sufficient flexibility to fund our capital requirements.
question: What is the cash conversion rate?
answer: 0.89
question: What was the average cash flow from operating activities from continuing and discontinued operations?
answer: 4227.5
derivation: (8,482 - 27) / 2
scale: million
question: What is the increase / (decrease) of continuing operations compared to the discontinued operations for Additions to intangible assets and property, plant and equipment?
answer: 2610
derivation: (2,610 - 0)
scale: million
question: What percentage increase / (decrease) is Free cash flow in continuing operations compared to discontinued operations?
answer: 218.48
derivation: - (5,872 / -27 - 1)
scale: percent
Questions and answers about page 1 of the financial report altium-limited_2019.pdf:

question: What is the total consolidated amount in 2019?
answer: 7,762
scale: thousand
question: When are subsequent costs included?
answer: when it is probable that future economic benefits associated with the item will flow to the group and the cost of the item can be measured reliably
question: What are the years included in the table?
answer: 2019
2018
question: Which year had a higher total consolidated Non-current assets value?
answer: 2019
derivation:  7,762 > 5,712 
question: What is the percentage change in the plant and equipment at cost less accumulated depreciation from 2018 to 2019?
answer: 20.7
derivation: (3,645-3,020)/3,020
scale: percent
question: What is the percentage change in the leasehold improvements before depreciation from 2018 from 2019?
answer: 49.66
derivation: (7,754-5,181)/5,181
scale: percent
Questions and answers about page 1 of the financial report guidewire-software-inc_2019.pdf:

question: What were the cash flows from operations impacted by?
answer: by timing of invoicing and collections of accounts receivable and annual bonus payments, as well as payments of payroll, payroll taxes, and other taxes.
question: What was the Net cash provided by financing activities in 2019 and 2018 respectively?
answer: $3,954
$573,000
scale: thousand
question: What was the Net cash provided by operating activities in 2019 and 2018 respectively?
answer: $116,126
$140,459
scale: thousand
question: What was the average Net cash provided by operating activities for 2018 and 2019?
answer: 128292.5
derivation: (116,126 + 140,459) / 2
scale: thousand
question: What is the change in the Net cash provided by financing activities from 2018 to 2019?
answer: -569046
derivation: 3,954 - 573,000
scale: thousand
question: In which year was Net cash used in investing activities less than -350,000 thousands?
answer: 2019
derivation: locate and analyze Net cash used in investing activities in row 4
Questions and answers about page 1 of the financial report accenture-plc_2019.pdf:

question: Between 2015 to 2019, which year did Accenture earn the highest revenue?
answer: 2019
question: What is the financial impact of the post-tax, pension settlement charge recorded during fiscal 2015？
answer: $39 million
question: What is the company's net income attributable to Accenture plc in 2017?
answer: 3,445
scale: million
question: What is the post-tax, gain on sale of businesses recorded during fiscal 2016?
answer: 745
scale: million
question: What is the average revenue from 2015 to t2019?
answer: 37409
derivation: (43,215 +40,993+36,177+34,254+32,406)/5 
scale: million
question: What is the total dividends per ordinary share in 2018 and 2019? 
answer: 5.58
derivation: $2.92 + $2.66
Questions and answers about page 1 of the financial report spirent-communications-plc_2019.pdf:

question: What was the gross margin in 2019?
answer: 368.6
scale: million
question: What was the gross margin in 2018?
answer: 344.5
scale: million
question: Which operating segments in the table achieved an improvement in gross margin?
answer: Networks & Security
Lifecycle Service Assurance
Connected Devices
question: In which year was the amount of gross profit for Connected Devices larger?
answer: 2018
derivation: 51.3>47.7
question: What was the change in the amount of gross profits?
answer: 24.1
derivation: 368.6-344.5
scale: million
question: What was the percentage change in the amount of gross profits?
answer: 7
derivation: (368.6-344.5)/344.5
scale: percent
Questions and answers about page 1 of the financial report microsoft-corporation_2019.pdf:

question: How much were the total unrecognized compensation costs related to stock awards as of June 30, 2019?
answer: As of June 30, 2019, there was approximately $8.6 billion of total unrecognized compensation costs related to stock awards.
question: What did the granted stock awards include?
answer: (a) Includes 2 million, 3 million, and 2 million of PSUs granted at target and performance adjustments above target levels for fiscal years 2019, 2018, and 2017, respectively.
question: What was the fair value of stock awards vested for 2017?
answer: The fair value of stock awards vested was $8.7 billion, $6.6 billion, and $4.8 billion, for fiscal years 2019, 2018, and 2017, respectively.
question: How many items affect the nonvested balance?
answer: 3
derivation: Granted##vested##forfeited
question: What was the number of stock awards that were granted in 2019, not including the PSUs granted?
answer: 61
derivation: 63-2 
scale: million
question: What was the average fair value of stock awards vested over the 3 year period from 2017 to 2019?
answer: 6.7
derivation: (8.7+6.6+4.8)/3
scale: billion