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cik
string | sentence
string | section
class label | labels
dict | filingDate
string | name
string | docID
string | sentenceID
string | sentenceCount
int64 | tickers
list | exchanges
list | entityType
string | sic
string | stateOfIncorporation
string | tickerCount
int32 | acceptanceDateTime
string | form
string | reportDate
string | returns
dict |
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0000001750 | ITEM 1.BUSINESS General AAR CORP. and its subsidiaries are referred to herein collectively as “AAR,” “Company,” “we,” “us,” and “our” unless the context indicates otherwise. | 0section_1
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"AIR"
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"NYSE"
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0000001750 | AAR was founded in 1951, organized in 1955 and reincorporated in Delaware in 1966. | 0section_1
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0000001750 | We are a diversified provider of products and services to the worldwide aviation and government and defense markets. | 0section_1
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0000001750 | Fiscal 2020 began with strategic initiatives focused on growth and execution across all of our activities in the commercial and government markets. | 0section_1
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0000001750 | Our momentum from a successful fiscal 2019 carried into the new year as we saw continued strength in our parts supply activities, as well as in government programs. | 0section_1
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0000001750 | We also realized the positive impact our efforts to attract and retain talent had in our maintenance, repair and overhaul (“MRO”) activities. | 0section_1
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0000001750 | We succeeded in enhancing customer relationships with multiple commercial and government customers. | 0section_1
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0000001750 | In fiscal 2020, we were awarded a new $118 million contract from the Naval Air Systems Command in support of the U.S. Marine Corps for the procurement, modification and delivery of two C-40 aircraft. | 0section_1
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0000001750 | This award demonstrates the power of our integrated services model by combining the strengths of our parts supply, government programs, MRO, and engineering teams to deliver a creative solution to the U.S. Marine Corps. | 0section_1
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] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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0000001750 | We were also awarded new long-term contracts across our parts supply activities including multiple distribution agreements for new parts and our largest commercial agreement in Japan to date covering aftermarket engine components. | 0section_1
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0000001750 | Our strategy to exit the capital-intensive Contractor-Owned, Contractor-Operated (“COCO”) business was also completed in fiscal 2020 as all of its assets and contracts were sold. | 0section_1
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} |
0000001750 | As we continued to successfully execute on our recent contract awards over the last few years, we achieved strong sales growth through the first nine months of fiscal 2020 and were on track for a record year. | 0section_1
| {
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0000001750 | Sales had increased $166.4 million or 11.2% over the prior year period primarily due to an increase in sales of $175.5 million or 12.5% in our Aviation Services segment reflecting the growth from new contract awards and successful execution across our Aviation Services activities. | 0section_1
| {
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} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_12 | 13 | [
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0000001750 | Upon entering the fourth quarter in March, we began to see the impact of the COVID-19 pandemic on the commercial aviation industry. | 0section_1
| {
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} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_13 | 14 | [
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] | [
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] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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0000001750 | In response to the impact from COVID-19, we implemented significant actions to reduce fixed costs and overhead which included a freeze on new hiring, reducing or eliminating all non-essential spend, reducing compensation and benefits, furloughs, a reduction in force, and closure of an airframe maintenance facility. | 0section_1
| {
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} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_14 | 15 | [
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] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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0000001750 | During the fourth quarter, we also exited underperforming contracts and assets across our operations and decided to exit our joint venture investment in a Malaysian landing gear wheel and brake facility. | 0section_1
| {
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} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_15 | 16 | [
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] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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} |
0000001750 | Additionally, in June 2020, we decided to sell our composites manufacturing business which is consistent with our multi-year strategy to focus our portfolio on our core services offerings. | 0section_1
| {
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} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_16 | 17 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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0000001750 | We have also taken actions to preserve flexibility in our liquidity. | 0section_1
| {
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"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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0000001750 | In the fourth quarter, we elected to draw down our remaining available borrowings under our Revolving Credit Facility with the majority of that additional funding remaining in our cash accounts. | 0section_1
| {
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} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_18 | 19 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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} |
0000001750 | We elected to borrow these additional amounts as a precautionary measure in light of economic and market uncertainty presented by COVID-19. | 0section_1
| {
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} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_19 | 20 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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0000001750 | Over the long-term, we expect to see continued strength in our Aviation Services segment given its offerings of value-added services to both commercial and government and defense customers. | 0section_1
| {
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} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_20 | 21 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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} |
0000001750 | We believe long-term commercial aftermarket growth trends are favorable although there is uncertainty in certain fleet types as commercial operators re-evaluate their structure. | 0section_1
| {
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} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_21 | 22 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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} |
0000001750 | Our results of operations are affected by the amount of commercial aircraft flying and flight hours. | 0section_1
| {
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} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_22 | 23 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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} |
0000001750 | The current COVID-19 pandemic has decreased the amount of commercial aircraft flying and flight hours and has created significant economic disruption. | 0section_1
| {
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} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_23 | 24 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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} |
0000001750 | Business Segments Aviation Services The Aviation Services segment provides aftermarket support and services for the commercial aviation and government and defense markets and accounted for approximately 95% of our sales in fiscal 2020, 2019, and 2018. | 0section_1
| {
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} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_24 | 25 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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} |
0000001750 | In this segment, we also provide inventory management and distribution services, MRO, and engineering services. | 0section_1
| {
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} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_25 | 26 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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0000001750 | Business activities in this segment are primarily conducted through AAR Supply Chain, Inc.; AAR Government Services, Inc.; AAR Aircraft & Engine Sales & Leasing, Inc.; AAR Aircraft Services, Inc.; AAR Allen Services, Inc.; AAR Landing Gear LLC; AAR Airlift Group, Inc.; and AAR International, Inc. We sell and lease a wide variety of new, overhauled and repaired engine and airframe parts and components and aircraft to our commercial aviation and government/defense customers. | 0section_1
| {
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} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_26 | 27 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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} |
0000001750 | We provide customized flight hour component inventory and repair programs, warranty claim management, and outsourcing programs for engine and airframe parts and components in support of our airline and government customers’ maintenance activities. | 0section_1
| {
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} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_27 | 28 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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} |
0000001750 | The types of services provided under these programs include some or all of the following functions: material planning, sourcing, logistics, information and program management, and parts and component repair and overhaul. | 0section_1
| {
"1d": 0,
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"30d": 0
} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_28 | 29 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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} |
0000001750 | We are also an authorized distributor for more than 30 product lines which include parts from over 300 Federal Supply Class codes, which we source from over 25 leading aviation original equipment manufacturers (“OEM”s). | 0section_1
| {
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} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_29 | 30 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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} |
0000001750 | We provide fleet management and operations of customer-owned aircraft for the U.S. Department of State (“DoS”) under the INL/A WASS contract. | 0section_1
| {
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"30d": 0
} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_30 | 31 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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} |
0000001750 | We are the prime contractor on this ten-year performance-based contract which began in fiscal 2018. | 0section_1
| {
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"30d": 0
} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_31 | 32 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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} |
0000001750 | Our services under the contract include operating and maintaining the global DoS fleet of fixed- and rotary-wing aircraft. | 0section_1
| {
"1d": 0,
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"30d": 0
} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_32 | 33 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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} |
0000001750 | We also provide customized performance-based supply chain logistics programs in support of the U.S. Department of Defense (“DoD”) and foreign governments. | 0section_1
| {
"1d": 0,
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} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_33 | 34 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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} |
0000001750 | The types of services provided under these programs include some or all of the following functions: material planning, sourcing, logistics, information and program management, airframe maintenance and maintenance planning, and component repair and overhaul. | 0section_1
| {
"1d": 0,
"5d": 1,
"30d": 0
} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_34 | 35 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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"startDate": "2020-07-20T00:00:00-04:00",
"ret": 0.045079696
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"startDate": "2020-07-20T00:00:00-04:00",
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} |
0000001750 | We provide major airframe inspection, maintenance, repair and overhaul, painting services, line maintenance, airframe modifications, structural repairs, avionics service and installation, exterior and interior refurbishment, and engineering services and support for many types of commercial and military aircraft. | 0section_1
| {
"1d": 0,
"5d": 1,
"30d": 0
} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_35 | 36 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
"1d": {
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"endDate": "2020-07-22T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
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"startDate": "2020-07-20T00:00:00-04:00",
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"closePriceStartDate": 18.1900005341,
"endDate": "2020-08-20T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
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}
} |
0000001750 | We also repair and overhaul various components, landing gears, wheels, and brakes for commercial and military aircraft. | 0section_1
| {
"1d": 0,
"5d": 1,
"30d": 0
} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_36 | 37 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
"1d": {
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"endDate": "2020-07-22T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
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"endDate": "2020-07-27T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": -0.0258384391
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"closePriceStartDate": 18.1900005341,
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"startDate": "2020-07-20T00:00:00-04:00",
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} |
0000001750 | We operate six airframe maintenance facilities and one landing gear overhaul facility. | 0section_1
| {
"1d": 0,
"5d": 1,
"30d": 0
} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_37 | 38 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
"1d": {
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"endDate": "2020-07-22T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
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"endDate": "2020-07-27T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
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"startDate": "2020-07-20T00:00:00-04:00",
"ret": 0.0582737457
}
} |
0000001750 | Our landing gear overhaul facility is in Miami, Florida, where we repair and overhaul landing gear, wheels, brakes, and actuators for different types of commercial and military aircraft. | 0section_1
| {
"1d": 0,
"5d": 1,
"30d": 0
} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_38 | 39 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
"1d": {
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"endDate": "2020-07-22T00:00:00-04:00",
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"endDate": "2020-07-27T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
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},
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"closePriceStartDate": 18.1900005341,
"endDate": "2020-08-20T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
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}
} |
0000001750 | Our U.S. airframe maintenance facilities are in Indianapolis, Indiana; Oklahoma City, Oklahoma; Miami, Florida; and Rockford, Illinois and our Canadian airframe maintenance facilities are in Trois Rivieres, Quebec and Windsor, Ontario. | 0section_1
| {
"1d": 0,
"5d": 1,
"30d": 0
} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_39 | 40 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
"1d": {
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"endDate": "2020-07-22T00:00:00-04:00",
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},
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"startDate": "2020-07-20T00:00:00-04:00",
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},
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"endDate": "2020-08-20T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
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}
} |
0000001750 | In the fourth quarter of fiscal 2020, we announced our decision to close our airframe maintenance hangar in Duluth, Minnesota as the facility was only supporting a single customer and its location was not convenient for many of our customers' route networks. | 0section_1
| {
"1d": 0,
"5d": 1,
"30d": 0
} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_40 | 41 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
"1d": {
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"endDate": "2020-07-22T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
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"startDate": "2020-07-20T00:00:00-04:00",
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} |
0000001750 | We recognized pretax closure costs of $4.3 million in the fourth quarter primarily related to severance costs and asset impairment charges. | 0section_1
| {
"1d": 0,
"5d": 1,
"30d": 0
} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_41 | 42 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
"1d": {
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"closePriceStartDate": 18.1900005341,
"endDate": "2020-07-22T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
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},
"5d": {
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"endDate": "2020-07-27T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
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},
"30d": {
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"closePriceStartDate": 18.1900005341,
"endDate": "2020-08-20T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
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}
} |
0000001750 | In addition to our North American facilities, we also have an interest in a joint venture to develop and operate an airframe maintenance facility in India. | 0section_1
| {
"1d": 0,
"5d": 1,
"30d": 0
} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_42 | 43 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
"1d": {
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"endDate": "2020-07-22T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
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"endDate": "2020-07-27T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
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},
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"closePriceEndDate": 19.25,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-08-20T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
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}
} |
0000001750 | The facility construction is expected to be completed in fiscal 2021. | 0section_1
| {
"1d": 0,
"5d": 1,
"30d": 0
} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_43 | 44 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
"1d": {
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"startDate": "2020-07-20T00:00:00-04:00",
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"startDate": "2020-07-20T00:00:00-04:00",
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},
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"closePriceEndDate": 19.25,
"closePriceStartDate": 18.1900005341,
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"startDate": "2020-07-20T00:00:00-04:00",
"ret": 0.0582737457
}
} |
0000001750 | The majority of our product sales are made pursuant to standard commercial purchase orders. | 0section_1
| {
"1d": 0,
"5d": 1,
"30d": 0
} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_44 | 45 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
"1d": {
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"closePriceStartDate": 18.1900005341,
"endDate": "2020-07-22T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": 0.045079696
},
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"endDate": "2020-07-27T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": -0.0258384391
},
"30d": {
"closePriceEndDate": 19.25,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-08-20T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
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}
} |
0000001750 | Government sales are generally made under standard types of government contracts, which can include firm fixed-price contracts, cost plus fixed fee contracts, and time-and-materials contracts. | 0section_1
| {
"1d": 0,
"5d": 1,
"30d": 0
} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_45 | 46 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
"1d": {
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"closePriceStartDate": 18.1900005341,
"endDate": "2020-07-22T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": 0.045079696
},
"5d": {
"closePriceEndDate": 17.7199993134,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-07-27T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": -0.0258384391
},
"30d": {
"closePriceEndDate": 19.25,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-08-20T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
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}
} |
0000001750 | For cost plus fixed fee contracts, we typically receive reimbursement of our costs, to the extent the costs are allowable under contractual and regulatory provisions, in addition to receiving a fixed fee. | 0section_1
| {
"1d": 0,
"5d": 1,
"30d": 0
} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_46 | 47 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
"1d": {
"closePriceEndDate": 19.0100002289,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-07-22T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": 0.045079696
},
"5d": {
"closePriceEndDate": 17.7199993134,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-07-27T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": -0.0258384391
},
"30d": {
"closePriceEndDate": 19.25,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-08-20T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": 0.0582737457
}
} |
0000001750 | Some of our contracts call for the performance of specified services or the delivery of specified products under indefinite delivery/indefinite quantity (“ID/IQ”) arrangements. | 0section_1
| {
"1d": 0,
"5d": 1,
"30d": 0
} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_47 | 48 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
"1d": {
"closePriceEndDate": 19.0100002289,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-07-22T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": 0.045079696
},
"5d": {
"closePriceEndDate": 17.7199993134,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-07-27T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": -0.0258384391
},
"30d": {
"closePriceEndDate": 19.25,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-08-20T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": 0.0582737457
}
} |
0000001750 | Certain inventory supply and management and performance-based logistics program agreements reflect negotiated terms and conditions. | 0section_1
| {
"1d": 0,
"5d": 1,
"30d": 0
} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_48 | 49 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
"1d": {
"closePriceEndDate": 19.0100002289,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-07-22T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": 0.045079696
},
"5d": {
"closePriceEndDate": 17.7199993134,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-07-27T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": -0.0258384391
},
"30d": {
"closePriceEndDate": 19.25,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-08-20T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": 0.0582737457
}
} |
0000001750 | To support activities within the Aviation Services segment, we acquire aviation parts and components from domestic and foreign airlines, independent aviation service companies, aircraft leasing companies, and OEMs. | 0section_1
| {
"1d": 0,
"5d": 1,
"30d": 0
} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_49 | 50 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
"1d": {
"closePriceEndDate": 19.0100002289,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-07-22T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": 0.045079696
},
"5d": {
"closePriceEndDate": 17.7199993134,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-07-27T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": -0.0258384391
},
"30d": {
"closePriceEndDate": 19.25,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-08-20T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": 0.0582737457
}
} |
0000001750 | We have ongoing arrangements with OEMs that provide us access to parts, repair manuals, and service bulletins in support of parts manufactured by them. | 0section_1
| {
"1d": 0,
"5d": 1,
"30d": 0
} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_50 | 51 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
"1d": {
"closePriceEndDate": 19.0100002289,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-07-22T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": 0.045079696
},
"5d": {
"closePriceEndDate": 17.7199993134,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-07-27T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": -0.0258384391
},
"30d": {
"closePriceEndDate": 19.25,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-08-20T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": 0.0582737457
}
} |
0000001750 | Although the terms of each arrangement vary, they typically are made on standard OEM terms as to duration, price, and delivery. | 0section_1
| {
"1d": 0,
"5d": 1,
"30d": 0
} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_51 | 52 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
"1d": {
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"closePriceStartDate": 18.1900005341,
"endDate": "2020-07-22T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": 0.045079696
},
"5d": {
"closePriceEndDate": 17.7199993134,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-07-27T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": -0.0258384391
},
"30d": {
"closePriceEndDate": 19.25,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-08-20T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": 0.0582737457
}
} |
0000001750 | From time to time, we purchase airframes and engines for disassembly into individual parts and components. | 0section_1
| {
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} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_52 | 53 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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} |
0000001750 | Airframes and engines may also be leased to airlines on a short-term basis prior to disassembly or sale. | 0section_1
| {
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} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_53 | 54 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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} |
0000001750 | Expeditionary Services The Expeditionary Services segment primarily consists of businesses that provide products and services supporting the movement of equipment and personnel by the U.S. and foreign governments and non-governmental organizations. | 0section_1
| {
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} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_54 | 55 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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} |
0000001750 | The Expeditionary Services segment accounted for approximately 5% of our sales in fiscal 2020, 2019, and 2018. Business activities in this segment are primarily conducted through AAR Manufacturing, Inc. and Brown International Corporation. | 0section_1
| {
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} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_55 | 56 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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} |
0000001750 | We design, manufacture, and repair transportation pallets and a wide variety of containers and shelters used in support of military and humanitarian tactical deployment activities. | 0section_1
| {
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} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_56 | 57 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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0000001750 | The containers and shelters are used in numerous mission requirements, including armories, supply and parts storage, refrigeration systems, tactical operation centers, briefing rooms, laundry and kitchen facilities, water treatment, and sleeping quarters. | 0section_1
| {
"1d": 0,
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} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_57 | 58 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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} |
0000001750 | Shelters include both stationary and vehicle-mounted applications.We also provide engineering, design, and system integration services for specialized command and control systems. | 0section_1
| {
"1d": 0,
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} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_58 | 59 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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} |
0000001750 | We also design and manufacture advanced composite materials for commercial, business and military aircraft (“Composites”). | 0section_1
| {
"1d": 0,
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"30d": 0
} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_59 | 60 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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} |
0000001750 | On June 23, 2020, we entered into a definitive agreement to sell our Composites business as this divestiture is consistent with our multi-year strategy to focus our portfolio on our core services offerings. | 0section_1
| {
"1d": 0,
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"30d": 0
} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_60 | 61 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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} |
0000001750 | We expect the sale to close in the third quarter of calendar 2020 and will recognize a charge in the first quarter of fiscal 2021 of approximately $20 million in conjunction with the transaction. | 0section_1
| {
"1d": 0,
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"30d": 0
} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_61 | 62 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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} |
0000001750 | Sales in this segment are generally made to customers pursuant to standard commercial purchase orders and contracts. | 0section_1
| {
"1d": 0,
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} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_62 | 63 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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} |
0000001750 | Government sales are generally made under standard types of government contracts, which can include firm fixed-price contracts, cost plus fixed fee contracts, and time-and-materials contracts. | 0section_1
| {
"1d": 0,
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} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_63 | 64 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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} |
0000001750 | Some of our contracts call for the performance of specified services or the delivery of specified products under ID/IQ arrangements, however, the majority of our products and services are procured via definite contracts. | 0section_1
| {
"1d": 0,
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} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_64 | 65 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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} |
0000001750 | Raw Materials Although we generated approximately 55% of our fiscal 2020 sales from the sale of products, we are generally engaged in only limited manufacturing activities and have minimal exposure to fluctuations in both the availability and pricing of raw materials. | 0section_1
| {
"1d": 0,
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} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_65 | 66 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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} |
0000001750 | We purchase raw materials for our manufacturing operations, including steel, aluminum, extrusions, balsa, and other necessary supplies from several vendors. | 0section_1
| {
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} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_66 | 67 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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} |
0000001750 | Where necessary, we have been able to obtain raw materials and other inventory items from numerous sources for each segment at competitive prices, terms, and conditions, and we expect to be able to continue to do so. | 0section_1
| {
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"30d": 0
} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_67 | 68 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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} |
0000001750 | Terms of Sale We generally sell our products and services under standard 30-day payment terms. | 0section_1
| {
"1d": 0,
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"30d": 0
} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_68 | 69 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
"1d": {
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"endDate": "2020-07-27T00:00:00-04:00",
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"startDate": "2020-07-20T00:00:00-04:00",
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} |
0000001750 | On occasion, certain customers will negotiate extended payment terms of 60-90 days. | 0section_1
| {
"1d": 0,
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"30d": 0
} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_69 | 70 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
"1d": {
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0000001750 | Except for customary warranty provisions, customers neither have the right to return products nor do they have the right to extended financing. | 0section_1
| {
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} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_70 | 71 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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0000001750 | Our government contracts may extend several years and include one or more base years and one or more option years. | 0section_1
| {
"1d": 0,
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} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_71 | 72 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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0000001750 | The government generally has the right not to exercise options to extend or expand our contracts and may otherwise terminate, cancel, or modify some contracts at its convenience. | 0section_1
| {
"1d": 0,
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} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_72 | 73 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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0000001750 | Customers The principal customers for our products and services in the Aviation Services segment are domestic and foreign passenger airlines, domestic and foreign cargo airlines, regional and commuter airlines, business and general aviation operators, OEMs, aircraft leasing companies, aftermarket aviation support companies, the DoD and its contractors, the DoS, and foreign military organizations or governments. | 0section_1
| {
"1d": 0,
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} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_73 | 74 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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} |
0000001750 | In the Expeditionary Services segment, our principal customers include the DoD and its contractors, foreign military organizations or governments, defense organizations, and OEMs. | 0section_1
| {
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} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_74 | 75 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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0000001750 | Sales of aviation products and services to our commercial airline customers are generally affected by such factors as the number, type and average age of aircraft in service, the levels of aircraft utilization (e.g., frequency of schedules, flying hours, and take-off and landing cycles), the number of airline operators, the general economy, and the level of sales of new and used aircraft. | 0section_1
| {
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} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_75 | 76 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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0000001750 | Sales to the DoD and other government agencies are subject to a number of factors, including the level of troop deployment worldwide, government funding, competitive bidding, and requirements generated by worldwide geopolitical events. | 0section_1
| {
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} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_76 | 77 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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} |
0000001750 | We primarily market and sell products and services through our own employees. | 0section_1
| {
"1d": 0,
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} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_77 | 78 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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0000001750 | In certain markets outside of the United States, we rely on foreign sales representatives to assist in the sale of our products and services. | 0section_1
| {
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} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_78 | 79 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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0000001750 | Sales to Government and Defense Customers Sales to global government and defense customers (including sales to branches, agencies, and departments of the U.S. government) were $778.8 million (37.6% of consolidated sales), $677.9 million (33.0% of consolidated sales) and $428.9 million (24.5% of consolidated sales) in fiscal 2020, 2019 and 2018, respectively. | 0section_1
| {
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} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_79 | 80 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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0000001750 | Sales to branches, agencies, and departments of the U.S. government and their contractors were $668.2 million (32.2% of consolidated sales), $546.2 million (26.6% of consolidated sales) and $304.3 million (17.4% of consolidated sales) in fiscal 2020, 2019, and 2018, respectively. | 0section_1
| {
"1d": 0,
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"30d": 0
} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_80 | 81 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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} |
0000001750 | Sales to government and defense customers are reported in each of our reportable segments (See Note 14 of Notes to Consolidated Financial Statements). | 0section_1
| {
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} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_81 | 82 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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0000001750 | Since such sales are subject to competitive bidding and government funding, no assurance can be given that such sales will continue at levels previously experienced. | 0section_1
| {
"1d": 0,
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} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_82 | 83 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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} |
0000001750 | The majority of our U.S. government sales are for products and services supporting the DoD logistics and mobility strategy and supporting DoS flight operations. | 0section_1
| {
"1d": 0,
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} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_83 | 84 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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} |
0000001750 | Thus, our government contracts have changed, and may continue to change, with fluctuations in defense and other governmental agency spending and requirements. | 0section_1
| {
"1d": 0,
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} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_84 | 85 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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} |
0000001750 | Our government contracts are also often subject to termination for convenience by the customer; in the event of such a termination, we are contractually entitled to recover all allowable costs incurred by us through the date of termination. | 0section_1
| {
"1d": 0,
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"30d": 0
} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_85 | 86 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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} |
0000001750 | Government Regulation and Certificates The Federal Aviation Administration (“FAA”) regulates the manufacture, repair, and operation of all aircraft and aircraft parts operated in the United States. | 0section_1
| {
"1d": 0,
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"30d": 0
} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_86 | 87 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
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"closePriceEndDate": 19.25,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-08-20T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": 0.0582737457
}
} |
0000001750 | Similar rules and regulatory authorities exist in other countries. | 0section_1
| {
"1d": 0,
"5d": 1,
"30d": 0
} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_87 | 88 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
"1d": {
"closePriceEndDate": 19.0100002289,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-07-22T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": 0.045079696
},
"5d": {
"closePriceEndDate": 17.7199993134,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-07-27T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": -0.0258384391
},
"30d": {
"closePriceEndDate": 19.25,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-08-20T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": 0.0582737457
}
} |
0000001750 | The inspection, maintenance and repair procedures for the various types of aircraft and equipment are prescribed by these regulatory authorities and can be performed only by certified repair facilities utilizing certified technicians. | 0section_1
| {
"1d": 0,
"5d": 1,
"30d": 0
} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_88 | 89 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
"1d": {
"closePriceEndDate": 19.0100002289,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-07-22T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": 0.045079696
},
"5d": {
"closePriceEndDate": 17.7199993134,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-07-27T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": -0.0258384391
},
"30d": {
"closePriceEndDate": 19.25,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-08-20T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": 0.0582737457
}
} |
0000001750 | The FAA requires that various maintenance routines be performed on aircraft engines, certain engine parts, and airframes at regular intervals based on take off and landing cycles or flight time. | 0section_1
| {
"1d": 0,
"5d": 1,
"30d": 0
} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_89 | 90 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
"1d": {
"closePriceEndDate": 19.0100002289,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-07-22T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": 0.045079696
},
"5d": {
"closePriceEndDate": 17.7199993134,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-07-27T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": -0.0258384391
},
"30d": {
"closePriceEndDate": 19.25,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-08-20T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": 0.0582737457
}
} |
0000001750 | Our businesses, which sell defense products and services directly to the U.S. government or through its contractors, can be subject to various laws and regulations governing pricing and other factors. | 0section_1
| {
"1d": 0,
"5d": 1,
"30d": 0
} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_90 | 91 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
"1d": {
"closePriceEndDate": 19.0100002289,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-07-22T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": 0.045079696
},
"5d": {
"closePriceEndDate": 17.7199993134,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-07-27T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": -0.0258384391
},
"30d": {
"closePriceEndDate": 19.25,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-08-20T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": 0.0582737457
}
} |
0000001750 | We have 12 FAA certificated repair stations in the United States, Canada, and Europe. | 0section_1
| {
"1d": 0,
"5d": 1,
"30d": 0
} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_91 | 92 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
"1d": {
"closePriceEndDate": 19.0100002289,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-07-22T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": 0.045079696
},
"5d": {
"closePriceEndDate": 17.7199993134,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-07-27T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": -0.0258384391
},
"30d": {
"closePriceEndDate": 19.25,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-08-20T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": 0.0582737457
}
} |
0000001750 | Of the 12 certificated FAA repair stations, seven are also European Aviation Safety Agency (“EASA”) and three are also Transport Canada Civil Aviation (“TCCA”) certificated repair stations. | 0section_1
| {
"1d": 0,
"5d": 1,
"30d": 0
} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_92 | 93 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
"1d": {
"closePriceEndDate": 19.0100002289,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-07-22T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": 0.045079696
},
"5d": {
"closePriceEndDate": 17.7199993134,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-07-27T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": -0.0258384391
},
"30d": {
"closePriceEndDate": 19.25,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-08-20T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": 0.0582737457
}
} |
0000001750 | Such certificates, which are ongoing in duration, are required for us to perform authorized maintenance, repair, and overhaul services for our customers and are subject to revocation by the government for non-compliance with applicable regulations. | 0section_1
| {
"1d": 0,
"5d": 1,
"30d": 0
} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_93 | 94 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
"1d": {
"closePriceEndDate": 19.0100002289,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-07-22T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": 0.045079696
},
"5d": {
"closePriceEndDate": 17.7199993134,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-07-27T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": -0.0258384391
},
"30d": {
"closePriceEndDate": 19.25,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-08-20T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": 0.0582737457
}
} |
0000001750 | Of the 12 FAA certificated repair stations, 11 are in the Aviation Services segment and one is held by Composites included in our Expeditionary Services segment, which is expected to be sold in third quarter of calendar 2020. | 0section_1
| {
"1d": 0,
"5d": 1,
"30d": 0
} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_94 | 95 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
"1d": {
"closePriceEndDate": 19.0100002289,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-07-22T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": 0.045079696
},
"5d": {
"closePriceEndDate": 17.7199993134,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-07-27T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": -0.0258384391
},
"30d": {
"closePriceEndDate": 19.25,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-08-20T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": 0.0582737457
}
} |
0000001750 | The EASA and TCCA certificated repair stations are in the Aviation Services segment. | 0section_1
| {
"1d": 0,
"5d": 1,
"30d": 0
} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_95 | 96 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
"1d": {
"closePriceEndDate": 19.0100002289,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-07-22T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": 0.045079696
},
"5d": {
"closePriceEndDate": 17.7199993134,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-07-27T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": -0.0258384391
},
"30d": {
"closePriceEndDate": 19.25,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-08-20T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": 0.0582737457
}
} |
0000001750 | We also have a FAR Part 135 certificate to operate aircraft, although the certificate is not active. | 0section_1
| {
"1d": 0,
"5d": 1,
"30d": 0
} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_96 | 97 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
"1d": {
"closePriceEndDate": 19.0100002289,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-07-22T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": 0.045079696
},
"5d": {
"closePriceEndDate": 17.7199993134,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-07-27T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": -0.0258384391
},
"30d": {
"closePriceEndDate": 19.25,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-08-20T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": 0.0582737457
}
} |
0000001750 | We believe that we possess all licenses and certifications that are material to the conduct of our business. | 0section_1
| {
"1d": 0,
"5d": 1,
"30d": 0
} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_97 | 98 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
"1d": {
"closePriceEndDate": 19.0100002289,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-07-22T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": 0.045079696
},
"5d": {
"closePriceEndDate": 17.7199993134,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-07-27T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": -0.0258384391
},
"30d": {
"closePriceEndDate": 19.25,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-08-20T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": 0.0582737457
}
} |
0000001750 | Competition Competition in each of our markets is based on quality, ability to provide a broad range of products and services, speed of delivery, and price. | 0section_1
| {
"1d": 0,
"5d": 1,
"30d": 0
} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_98 | 99 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
"1d": {
"closePriceEndDate": 19.0100002289,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-07-22T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": 0.045079696
},
"5d": {
"closePriceEndDate": 17.7199993134,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-07-27T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": -0.0258384391
},
"30d": {
"closePriceEndDate": 19.25,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-08-20T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": 0.0582737457
}
} |
0000001750 | Competitors in our Aviation Services segment include OEMs, the service divisions of large commercial airlines, and other independent suppliers of parts, repair, and overhaul services to the commercial and defense markets. | 0section_1
| {
"1d": 0,
"5d": 1,
"30d": 0
} | 2020-07-21 | AAR CORP | 0000001750_10-K_2020 | 0000001750_10-K_2020_section_1_99 | 100 | [
"AIR"
] | [
"NYSE"
] | operating | 3720 | DE | 1 | 2020-07-21T17:19:15.000Z | 10-K | 2020-05-31 | {
"1d": {
"closePriceEndDate": 19.0100002289,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-07-22T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": 0.045079696
},
"5d": {
"closePriceEndDate": 17.7199993134,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-07-27T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": -0.0258384391
},
"30d": {
"closePriceEndDate": 19.25,
"closePriceStartDate": 18.1900005341,
"endDate": "2020-08-20T00:00:00-04:00",
"startDate": "2020-07-20T00:00:00-04:00",
"ret": 0.0582737457
}
} |
Dataset Card for [financial-reports-sec]
Dataset Summary
The dataset contains the annual report of US public firms filing with the SEC EDGAR system from 1993-2020. Each annual report (10K filing) is broken into 20 sections. Each section is split into individual sentences. Sentiment labels are provided on a per filing basis from the market reaction around the filing date for 3 different time windows [t-1, t+1], [t-1, t+5] and [t-1, t+30]. Additional metadata for each filing is included in the dataset.
Dataset Configurations
Four configurations are available:
- large_lite:
- Contains only the basic features needed. Extra metadata is ommitted.
- Features List:
- cik
- sentence
- section
- labels
- filingDate
- docID
- sentenceID
- sentenceCount
- large_full:
- All features are included.
- Features List (excluding those already in the lite verison above):
- name
- tickers
- exchanges
- entityType
- sic
- stateOfIncorporation
- tickerCount
- acceptanceDateTime
- form
- reportDate
- returns
- small_lite:
- Same as large_lite version except that only (200,000/20,000/20,000) sentences are loaded for (train/test/validation) splits.
- small_full:
- Same as large_full version except that only (200,000/20,000/20,000) sentences are loaded for (train/test/validation) splits.
Usage
import datasets
# Load the lite configuration of the dataset
raw_dataset = datasets.load_dataset("JanosAudran/financial-reports-sec", "large_lite")
# Load a specific split
raw_dataset = datasets.load_dataset("JanosAudran/financial-reports-sec", "small_full", split="train")
Supported Tasks
The tasks the dataset can be used directly for includes:
- Masked Language Modelling
- A model like BERT can be fine-tuned on this corpus of financial text.
- Sentiment Analysis
- For each annual report a label ["positive", "negative"] is provided based on the market reaction around the filing date (refer to Annotations).
- Next Sentence Prediction/Sentence Order Prediction
- Sentences extracted from the filings are in their original order and as such the dataset can be adapted very easily for either of these tasks.
Languages
All sentences are in English.
Dataset Structure
Data Instances
Refer to dataset preview.
Data Fields
Feature Name
- Description
- Data type
- Example/Structure
cik
- 10 digit identifier used by SEC for a firm.
- string
- '0000001750'
sentence
- A single sentence from the 10-K filing.
- string
- 'The finance agreement is secured by a first priority security interest in all insurance policies, all unearned premium, return premiums, dividend payments and loss payments thereof.'
section
- The section of the 10-K filing the sentence is located.
- ClassLabel
ClassLabel(names=['section_1', 'section_10', 'section_11', 'section_12', 'section_13', 'section_14', 'section_15', 'section_1A', 'section_1B', 'section_2','section_3', 'section_4', 'section_5', 'section_6', 'section_7', 'section_7A','section_8', 'section_9', 'section_9A', 'section_9B'], id=None)
labels
- The sentiment label for the entire filing (positve or negative) based on different time windows.
- Dict of ClassLables
{ '1d': ClassLabel(names=['positive', 'negative'], id=None), '5d': ClassLabel(names=['positive', 'negative'], id=None), '30d': ClassLabel(names=['positive', 'negative'], id=None) }
filingDate
- The date the 10-K report was filed with the SEC.
- string
- '2021-03-10'
docID
- Unique ID for identifying the exact 10-K filing. Unique across all configs and splits. Can be used to identify the document from which the sentence came from.
- string
- '0000001750_10-K_2020'
sentenceID
- Unique ID for identifying the exact sentence. Unique across all configs and splits.
- string
- '0000001750_10-K_2020_section_1_100'
sentenceCount
- Integer identiying the running sequence for the sentence. Unique only for a given config and split.
- string
- 123
name
- The name of the filing entity
- string
- 'Investar Holding Corp'
tickers
- List of ticker symbols for the filing entity.
- List of strings
- ['ISTR']
exchanges
- List of exchanges for the filing entity.
- List of strings
- ['Nasdaq']
entityType
- The type of entity as identified in the 10-K filing.
- string
- 'operating'
sic
- Four digit SIC code for the filing entity.
- string
- '6022'
stateOfIncorporation
- Two character code for the state of incorporation for the filing entity.
- string
- 'LA'
tickerCount
- Internal use. Count of ticker symbols. Always 1.
- int
- 1
acceptanceDateTime
- The full timestamp of when the filing was accepted into the SEC EDGAR system.
- string
- '2021-03-10T14:26:11.000Z'
form
- The type of filing. Always 10-K in the dataset.
- string
- '10-K'
reportDate
- The last date in the fiscal year for which the entity is filing the report.
- string
- '2020-12-31'
returns
- Internal use. The prices and timestamps used to calculate the sentiment labels.
- Dict
{'1d': { 'closePriceEndDate': 21.45746421813965, 'closePriceStartDate': 20.64960479736328, 'endDate': '2021-03-11T00:00:00-05:00', 'startDate': '2021-03-09T00:00:00-05:00', 'ret': 0.03912226855754852 }, '5d': { 'closePriceEndDate': 21.743167877197266, 'closePriceStartDate': 20.64960479736328, 'endDate': '2021-03-15T00:00:00-04:00', 'startDate': '2021-03-09T00:00:00-05:00', 'ret': 0.052958063781261444 }, '30d': { 'closePriceEndDate': 20.63919448852539, 'closePriceStartDate': 20.64960479736328, 'endDate': '2021-04-09T00:00:00-04:00', 'startDate': '2021-03-09T00:00:00-05:00', 'ret': -0.0005041408003307879}}
Data Splits
Config | train | validation | test |
---|---|---|---|
large_full | 67,316,227 | 1,585,561 | 2,965,174 |
large_lite | 67,316,227 | 1,585,561 | 2,965,174 |
small_full | 200,000 | 20,000 | 20,000 |
small_lite | 200,000 | 20,000 | 20,000 |
Dataset Summary Statistics
Variable | count | mean | std | min | 1% | 25% | 50% | 75% | 99% | max |
---|---|---|---|---|---|---|---|---|---|---|
Unique Firm Count | 4,677 | |||||||||
Filings Count | 55,349 | |||||||||
Sentence Count | 71,866,962 | |||||||||
Filings per Firm | 4,677 | 12 | 9 | 1 | 1 | 4 | 11 | 19 | 27 | 28 |
Return per Filing - 1d | 55,349 | 0.008 | 0.394 | -0.973 | -0.253 | -0.023 | 0 | 0.02 | 0.367 | 77.977 |
Return per Filing - 5d | 55,349 | 0.013 | 0.584 | -0.99 | -0.333 | -0.034 | 0 | 0.031 | 0.5 | 100 |
Return per Filing - 30d | 55,349 | 0.191 | 22.924 | -0.999 | -0.548 | -0.068 | 0.001 | 0.074 | 1 | 5,002.748 |
Sentences per Filing | 55,349 | 1,299 | 654 | 0 | 110 | 839 | 1,268 | 1,681 | 3,135 | 8,286 |
Sentences by Section - section_1 | 55,349 | 221 | 183 | 0 | 0 | 97 | 180 | 293 | 852 | 2,724 |
Sentences by Section - section_10 | 55,349 | 24 | 40 | 0 | 0 | 4 | 6 | 20 | 173 | 1,594 |
Sentences by Section - section_11 | 55,349 | 16 | 47 | 0 | 0 | 3 | 3 | 4 | 243 | 808 |
Sentences by Section - section_12 | 55,349 | 9 | 14 | 0 | 0 | 3 | 4 | 8 | 56 | 1,287 |
Sentences by Section - section_13 | 55,349 | 8 | 20 | 0 | 0 | 3 | 3 | 4 | 79 | 837 |
Sentences by Section - section_14 | 55,349 | 22 | 93 | 0 | 0 | 3 | 3 | 8 | 413 | 3,536 |
Sentences by Section - section_15 | 55,349 | 177 | 267 | 0 | 0 | 9 | 26 | 315 | 1104 | 4,140 |
Sentences by Section - section_1A | 55,349 | 197 | 204 | 0 | 0 | 3 | 158 | 292 | 885 | 2,106 |
Sentences by Section - section_1B | 55,349 | 4 | 31 | 0 | 0 | 1 | 3 | 3 | 13 | 2,414 |
Sentences by Section - section_2 | 55,349 | 16 | 45 | 0 | 0 | 6 | 8 | 13 | 169 | 1,903 |
Sentences by Section - section_3 | 55,349 | 14 | 36 | 0 | 0 | 4 | 5 | 12 | 121 | 2,326 |
Sentences by Section - section_4 | 55,349 | 7 | 17 | 0 | 0 | 3 | 3 | 4 | 66 | 991 |
Sentences by Section - section_5 | 55,349 | 20 | 41 | 0 | 0 | 10 | 15 | 21 | 87 | 3,816 |
Sentences by Section - section_6 | 55,349 | 8 | 29 | 0 | 0 | 3 | 4 | 7 | 43 | 2,156 |
Sentences by Section - section_7 | 55,349 | 265 | 198 | 0 | 0 | 121 | 246 | 373 | 856 | 4,539 |
Sentences by Section - section_7A | 55,349 | 18 | 52 | 0 | 0 | 3 | 9 | 21 | 102 | 3,596 |
Sentences by Section - section_8 | 55,349 | 257 | 296 | 0 | 0 | 3 | 182 | 454 | 1105 | 4,431 |
Sentences by Section - section_9 | 55,349 | 5 | 33 | 0 | 0 | 3 | 3 | 4 | 18 | 2,330 |
Sentences by Section - section_9A | 55,349 | 17 | 16 | 0 | 0 | 8 | 15 | 23 | 50 | 794 |
Sentences by Section - section_9B | 55,349 | 4 | 18 | 0 | 0 | 2 | 3 | 4 | 23 | 813 |
Word count per Sentence | 71,866,962 | 28 | 22 | 1 | 2 | 16 | 24 | 34 | 98 | 8,675 |
Dataset Creation
Curation Rationale
To create this dataset multiple sources of information have to be cleaned and processed for data merging. Starting from the raw filings:
- Useful metadata about the filing and firm was added.
- Time windows around the filing date were carefully created.
- Stock price data was then added for the windows.
- Ambiguous/duplicate records were removed.
Source Data
Initial Data Collection and Normalization
Initial data was collected and processed by the authors of the research paper EDGAR-CORPUS: Billions of Tokens Make The World Go Round. Market price and returns data was collected from Yahoo Finance. Additional metadata was collected from SEC.
Who are the source language producers?
US public firms filing with the SEC.
Annotations
Annotation process
Labels for sentiment classification are based on buy-and-hold returns over a fixed time window around the filing date with the SEC i.e. when the data becomes public. Returns are chosen for this process as it reflects the combined market intelligence at parsing the new information in the filings. For each filing date t the stock price at t-1 and t+W is used to calculate returns. If, the returns are positive a label of positive is assigned else a label of negative is assigned. Three different windows are used to assign the labels:
- 1d: [t-1, t+1]
- 5d: [t-1, t+5]
- 30d: [t-1, t+30]
The windows are based on calendar days and are adjusted for weekends and holidays. The rationale behind using 3 windows is as follows:
- A very short window may not give enough time for all the information contained in the filing to be reflected in the stock price.
- A very long window may capture other events that drive stock price for the firm.
Who are the annotators?
Financial market participants.
Personal and Sensitive Information
The dataset contains public filings data from SEC. Market returns data was collected from Yahoo Finance.
Considerations for Using the Data
Social Impact of Dataset
Low to none.
Discussion of Biases
The dataset is about financial information of public companies and as such the tone and style of text is in line with financial literature.
Other Known Limitations
NA
Additional Information
Dataset Curators
Aman Khan
Licensing Information
This dataset is provided under Apache 2.0.
References
- Lefteris Loukas, Manos Fergadiotis, Ion Androutsopoulos, & Prodromos Malakasiotis. (2021). EDGAR-CORPUS [Data set]. Zenodo. https://doi.org/10.5281/zenodo.5589195
Citation Information
Please use the following to cite this dataset:
@ONLINE{financial-reports-sec,
author = "Aman Khan",
title = "Financial Reports SEC",
url = "https://huggingface.co/datasets/JanosAudran/financial-reports-sec"
}
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