MANAGEMENT'S DISCUSSION AND ANALYSIS OF


                 FINANCIAL CONDITION AND RESULTS OF OPERATIONS

The following discussion and analysis provides information that BigBear.ai
Holdings, Inc. ("BigBear.ai," "BigBear.ai Holdings," or the "Company")
management believes is relevant to an assessment and understanding of
BigBear.ai's consolidated results of operations and financial condition. The
following discussion and analysis should be read in conjunction with
BigBear.ai's consolidated financial statements and notes to those statements
included elsewhere in this Quarterly Report on Form 10-Q. Certain information
contained in this management discussion and analysis includes forward-looking
statements that involve risks and uncertainties. Our actual results may differ
materially from those anticipated in these forward-looking statements as a
result of many factors. Please see "Risk Factors" in our Annual Report on Form
10-K for the year ended December 31, 2021. Unless the context otherwise
requires, all references in this section to the "Company," "BigBear.ai, " "we,"
"us," or "our" refer to BigBear.ai Holdings, Inc.

The following discussion and analysis of financial condition and results of
operations of BigBear.ai is provided to supplement the consolidated financial
statements and the accompanying notes of BigBear.ai included elsewhere in this
Quarterly Report on Form 10-Q. We intend for this discussion to provide the
reader with information to assist in understanding BigBear.ai's consolidated
financial statements and the accompanying notes, the changes in those financial
statements and the accompanying notes from period to period, along with the
primary factors that accounted for those changes.

The discussion and analysis of financial condition and results of operations of BigBear.ai is organized as follows:

•Business Overview: This section provides a general description of BigBear.ai's business, our priorities and the trends affecting our industry in order to provide context for management's discussion and analysis of our financial condition and results of operations.

•Recent Developments: This section provides recent developments that we believe are necessary to understand our financial condition and results of operations.

•Results of Operations: This section provides a discussion of our results of operations for the three and nine months ended September 30, 2022 and September 30, 2021.



•Liquidity and Capital Resources: This section provides an analysis of our
ability to generate cash and to meet existing or reasonably likely future cash
requirements.

•Critical Accounting Policies and Estimates: This section discusses the
accounting policies and estimates that we consider important to our financial
condition and results of operations and that require significant judgment and
estimates on the part of management in their application. In addition, our
significant accounting policies, including critical accounting policies, are
summarized in Note B-Summary of Significant Accounting Policies to the
accompanying consolidated financial statements included in this Quarterly Report
on Form 10-Q.

Business Overview

Our mission is to guide our customers to realize their best possible future by
delivering transformative technologies and expert, actionable advice. Through
this mission, we seek to empower people to make the right decisions, at the
right time, every time.

We are a leader in the use of Artificial Intelligence (AI) and Machine Learning
(ML) for decision support. We provide our customers with a competitive advantage
in a world driven by data that is growing exponentially in terms of volume,
variety, and velocity. We believe data - when leveraged effectively - can be a
strategic asset for any organization. Through our mission-critical analytics
solutions and operational expertise, we help our customers make sense of the
world in which they operate, understand how known and previously unforeseen
forces impact their operations, and determine which decision and course of
action will best achieve their objectives.

Our products and services are widely used by government agencies in the United
States to support many of the nation's most critical defense and intelligence
capabilities. These customers operate in environments of unrivaled scale and
complexity, where the cost of a poor decision can be very steep, and the cost of
failure devastating. They demand the most sophisticated and capable
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AI, ML, and predictive analytics solutions available, from a provider who
understands their complex operations and can rapidly deploy technology at scale
with uncompromising reliability.

Recent Developments

Acquisition Activity



On April 7, 2022, the Company's subsidiary BigBear.ai, LLC acquired ProModel
Corporation ("ProModel Corporation"), a leader in simulation-based predictive
and prescriptive analytic software for process improvement enabling
organizations to make better decisions, for approximately $16.1 million, subject
to certain adjustments. This acquisition complements the Company's previous
acquisition of ProModel's Government Services business, ProModel Government
Solutions Inc. ("ProModel Government Solutions"), which closed on December 21,
2020. The acquisition of ProModel Corporation was funded through a combination
of cash on hand and the issuance of 649,976 shares of the Company's common
stock. ProModel Corporation is aligned under the Company's Analytics business
segment. Refer to Note D-Business Combinations of the Notes to consolidated
financial statements included in this Quarterly Report on Form 10-Q for more
information. For risks related to the transaction, see Item 1A. Risk Factors
-Risks Related to Our Business and Industry - We may acquire or invest in
companies and technologies, which may divert our management's attention, and
result in additional dilution to our stockholders. We may be unable to integrate
acquired businesses and technologies successfully or achieve the expected
benefits of such acquisitions or investments - included in the Company's Annual
Report on Form 10-K for the year ended December 31, 2021.

COVID-19 Operational Posture and Current Impact



The COVID-19 pandemic continued to cause business impacts in the first nine
months of 2022. The emergence of the Omicron variant in late 2021 and resulting
increase in COVID cases in early 2022 adversely impacted our operations. During
the first nine months of 2022, our performance was adversely affected by supply
chain disruptions and delays, as well as labor challenges associated with
employee absences, travel restrictions, site access, quarantine restrictions,
remote work, and adjusted work schedules. We are actively engaging with our
customers and are continuing to take measures to protect the health and safety
of our employees by encouraging them to get vaccinated, including booster shots.

The ultimate impact of COVID-19 on our operations and financial performance in
future periods, including our ability to execute on our customer contracts in
the expected timeframe, remains uncertain and will depend on future
pandemic-related developments, including the duration of the pandemic, potential
subsequent waves of COVID-19 infection or potential new variants, the
effectiveness and adoption of COVID-19 vaccines and therapeutics, supplier
impacts and related government actions to prevent and manage disease spread,
including the implementation of any federal, state, local or foreign vaccine
mandates, all of which are uncertain and cannot be predicted. The long-term
impacts of COVID-19 on government budgets and other funding priorities that
impact demand for our solutions are also difficult to predict but could
negatively affect our future results and performance.

For additional risks to the corporation related to the COVID-19 pandemic, see
Item 1A. Risk Factors - Risk Factors of our Annual Report on Form 10-K for the
year ended December 31, 2021.

Russian Invasion of Ukraine



We are closely monitoring the impact of the Russian invasion of Ukraine and its
impact on our business. For our government customers, their focus on addressing
immediate needs in Ukraine has slowed the pipeline and pace of contract awards,
pushing revenue further to the right. We continue to expect the geopolitical
climate to drive adoption of our offerings over the long term, as it has
heightened the need for advanced AI tools that provide enhanced intelligence and
full spectrum cyber operations - areas where we have unmatched capabilities.
While the conflict is still evolving and the outcome remains highly uncertain,
we do not believe the Russian invasion will have a material impact on our
business and results of operations. However, if the conflict continues or
worsens, leading to greater disruptions and uncertainty within the technology
industry or global economy, our business and results of operations could be
negatively impacted.

First Amendment and Second Amendment to the Bank of America Credit Agreement



As previously disclosed, as of June 30, 2022, the Company was not in compliance
with the Fixed Charge Coverage ratio requirement of the Credit Agreement (the
"Bank of America Credit Agreement"), dated as of December 7, 2021, by and among
the Company, the other borrowers party thereto, the lenders from time to time
party thereto and Bank of America, N.A., as administrative agent and collateral
agent. The Company notified Bank of America N.A. of the covenant violation, and,
on August 9, 2022, entered into the First Amendment (the "First Amendment") to
the Bank of America Credit Agreement, which, among
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other things, waived the requirement that the Company demonstrate compliance
with the minimum Fixed Charge Coverage ratio provided for in the Credit
Agreement for the quarter ended June 30, 2022.

As of September 30, 2022, the Company was not in compliance with the Fixed
Charge Coverage ratio requirement of the Bank of America Credit Agreement. On
November 8, 2022, the Company entered into a Second Amendment to the Bank of
America Credit Agreement (the "Second Amendment"), which modifies key terms of
the Senior Revolver. As a result of the Second Amendment, funds available under
the Senior Revolver are reduced to $25.0 million from $50.0 million, limited to
a borrowing base of 90% of Eligible Prime Government Receivables and Eligible
Subcontractor Government Receivables, plus 85% of Eligible Commercial
Receivables. Additionally, the Second Amendment increased the Base Rate Margin,
BSBY Margin and unused commitment fees by 0.25%. The Senior Revolver no longer
is subject to a minimum Fixed Charge Coverage ratio covenant following the
Second Amendment. In order for the facility to become available for borrowings
(the "initial availability quarter"), the Company must report Adjusted EBITDA of
at least one dollar. Commencing on the first fiscal quarter after the initial
availability quarter, the Company is required to have aggregated reported
Adjusted EBITDA of at least $1 over the two preceding quarters to maintain its
ability to borrow under the Senior Revolver (though the inability to satisfy
such condition does not result in a default under the Senior Revolver).

See the Liquidity and Capital Resources section below and Note U-Subsequent Events of the consolidated financial statements included in this Quarterly Report on Form 10-Q for additional information regarding the First Amendment and Second Amendment.

Components of Results of Operations

Revenues



We generate revenue by providing our customers with highly customizable
solutions and services for data ingestion, data enrichment, data processing, AI,
ML, predictive analytics and predictive visualization. We have a diverse base of
customers, including government defense, government intelligence, as well as
various commercial enterprises.

Cost of Revenues



Cost of revenues primarily includes salaries, stock-based compensation expense,
and benefits for personnel involved in performing the services described above
as well as allocated overhead and other direct costs.

We expect that cost of revenues will increase in absolute dollars as our revenues grow and will vary from period-to-period as a percentage of revenues.

Selling, General and Administrative ("SG&A")



SG&A expenses include salaries, stock-based compensation expense, and benefits
for personnel involved in our executive, finance, accounting, legal, human
resources, and administrative functions, as well as third-party professional
services and fees, and allocated overhead.

We expect that SG&A expenses will increase in absolute dollars as we hire
additional personnel and enhance our systems, processes, and controls to support
the growth in our business as well as our increased compliance and reporting
requirements as a public company.

Research and Development



Research and development expenses primarily consist of salaries, stock-based
compensation expense, and benefits for personnel involved in research and
development activities as well as allocated overhead. Research and development
expenses are expensed in the period incurred.

We expect research and development expenses to increase in future periods as we continue to invest in research and development activities to achieve our operational and commercial goals.

Restructuring Charges

Restructuring charges consist of employee separation costs related to strategic cost saving initiatives.


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Transaction Expenses

Transaction expenses consist of acquisition costs and other related expenses incurred in acquiring ProModel Corporation as well as costs associated with evaluating other acquisition opportunities.

We expect to incur acquisition costs and other related expenses periodically in the future as we continue to seek acquisition opportunities to expand our technological capabilities.

Goodwill Impairment

Goodwill impairment consists of a non-cash impairment of the goodwill in the Cyber & Engineering reporting unit.

Net Decrease in Fair Value of Derivatives

Net decrease in fair value of derivatives consists of fair value remeasurements of private warrants and written put options.

Interest Expense

Interest expense consists primarily of interest expense, commitment fees, and debt issuance cost amortization under our debt agreements.

Income Tax Expense (Benefit)

Income tax expense (benefit) consists of income taxes related to federal and state jurisdictions in which we conduct business.

Segments



We have two operating segments, Cyber & Engineering and Analytics, which were
determined based on the manner in which the chief operating decision maker
("CODM"), who is our Chief Executive Officer, manages our operations for
purposes of allocating resources and evaluating performance. Various factors,
including our organizational and management reporting structure, customer type,
economic characteristics, financial metrics and other factors were considered in
determining these operating segments. Our operating segments are described
below:

Cyber & Engineering



The Cyber & Engineering segment provides high-end technology and management
consulting services to its customers. This segment focuses in the areas of cloud
engineering and enterprise IT, cybersecurity, computer network operations and
wireless, systems engineering, as well as strategy and program planning. The
segment's primary solutions relate to the development and deployment of
customized solutions in the areas of cloud engineering and IT infrastructure,
cybersecurity and computer network operations, data analytics and visualization,
and system engineering and program planning.

Analytics



The Analytics segment provides high-end technology and consulting services to
its customers. This segment focuses on the areas of big data computing and
analytical solutions, including predictive and prescriptive analytics solutions.
The segment's primary solutions assist customers in aggregating, interpreting,
and synthesizing data to enable real-time decision-making capabilities.

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Results of Operations


The table below presents our consolidated statements of operations for the following periods:


                                             Three Months Ended September 

30, Nine Months Ended September 30,


                                                 2022                2021               2022                2021
Revenues                                     $   40,651          $  40,219          $  114,654          $ 112,100
Cost of revenues                                 28,900             29,421              83,446             81,859
Gross margin                                     11,751             10,798              31,208             30,241
Operating expenses:
Selling, general and administrative              20,233             12,038              69,205             32,557
Research and development                          1,785              1,363               7,194              4,158
Restructuring charges                             1,562                  -               1,562                  -
Transaction expenses                                566                  -               2,151                  -
Goodwill impairment                                   -                  -              35,252                  -
Operating loss                                  (12,395)            (2,603)            (84,156)            (6,474)
Net decrease in fair value of derivatives          (102)                 -              (1,564)                 -

Interest expense                                  3,557              1,870              10,666              5,579
Other expense (income)                                8                  -                  12                 (1)
Loss before taxes                               (15,858)            (4,473)            (93,270)           (12,052)
Income tax expense (benefit)                        252             (1,327)             (1,491)            (3,294)
Net loss                                     $  (16,110)         $  (3,146)         $  (91,779)         $  (8,758)

Comparison of the Three Months Ended September 30, 2022 and 2021



Revenues
                                Three Months Ended September 30,                    Change
                                       2022                      2021         Amount          %
Revenues
Cyber & Engineering     $         17,951                      $ 19,229      $ (1,278)       (6.6) %
Analytics                         22,700                        20,990         1,710         8.1  %
Total Revenues          $         40,651                      $ 40,219      $    432         1.1  %



Cyber & Engineering revenues decreased by $1,278 during the three months ended
September 30, 2022 as compared to the three months ended September 30, 2021 as a
result of reduced order volume related to certain procurement programs.

Analytics revenues increased by $1,710 during the three months ended September
30, 2022 as compared to the three months ended September 30, 2021, primarily
driven by new contracts awarded during the three months ended September 30,
2022, including the award of the U.S. Army Global Force Information Management
("GFIM") contract.

Cost of Revenues
                                             Three Months Ended September 30,                       Change
                                                 2022                   2021              Amount                %
Cost of revenues
Cyber & Engineering                       $        14,712           $  15,502          $    (790)                (5.1) %
Analytics                                          14,188              13,919                269                  1.9  %
Total cost of revenues                    $        28,900           $  29,421          $    (521)                (1.8) %

Cost of revenues as a percentage of
revenues
Cyber & Engineering                                    82   %              81  %
Analytics                                              63   %              66  %



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Cyber & Engineering cost of revenues as a percentage of Cyber & Engineering
revenues increased to 82% for three months ended September 30, 2022 as compared
to 81% for the three months ended September 30, 2021 due to higher volume of
subcontractor costs on certain contracts as compared to the same period in 2021.

Analytics cost of revenues as a percentage of Analytics revenues decreased to
63% for the three months ended September 30, 2022 as compared to 66% for the
three months ended September 30, 2021. The decrease in cost of revenue as a
percentage of Analytics revenue is primarily due to certain lower margin
contracts during the three months ended September 30, 2021 that were not
repeated during the same period in 2022.

SG&A
                                            Three Months Ended September 30,                       Change
                                                2022                   2021              Amount                %
SG&A                                     $        20,233           $  12,038          $   8,195                 68.1  %
SG&A as a percentage of revenues                      50   %              

30 %





SG&A expenses as a percentage of total revenues for three months ended September
30, 2022 increase to 50% as compared to 30% for the three months ended September
30, 2021, which was primarily driven by $1,605 of equity-based compensation
cost, and $1,153 related to D&O insurance. The increase in SG&A as a percentage
of revenues was also driven by increased payroll, information technology and
employee recruiting expenses to increase personnel in advance of planned growth
in our business as well as our increased compliance and reporting requirements
as a public company.

Additionally, the increase for the three months ended September 30, 2022 includes $2,075 of non-recurring integration costs to streamline business functions across the Company and realize synergies from our acquisitions.



Research and Development
                                    Three Months Ended September 30,                    Change
                                           2022                       2021        Amount         %
Research and development   $           1,785                        $ 1,363      $  422        31.0  %



Research and development expenses increased by $422 during the three months
ended September 30, 2022 as compared to the three months ended September 30,
2021. The increase in research and development expenses was driven by increased
hiring and headcount in our innovations lab as well as investment in various
research projects aimed at continuing to develop and refine our solutions,
including enhancing features and functionality, adding new modules, and
improving the application of the latest AI/ML technologies in the solutions we
deliver to our customers.

Restructuring Charges
                                     Three Months Ended September 30,
                                              2022                           2021
Restructuring charges   $                  1,562                            $  -


Restructuring charges for the three months ended September 30, 2022 consist of employee separation costs related to strategic cost saving initiatives.



Transaction Expenses
                                    Three Months Ended September 30,
                                             2022                          2021
Transaction expenses    $                566                              $  -


Transaction expenses for the three months ended September 30, 2022 consist of costs associated with evaluating acquisition opportunities.

Net Decrease in Fair Value of Derivatives


                                                                   Three 

Months Ended September 30,


                                                                       2022                 2021
Net decrease in fair value of derivatives                         $       

(102) $ -


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The net decrease in fair value of derivatives of $102 for the three months ended
September 30, 2022 consists of fair value remeasurements of private warrants.

Interest Expense
                              Three Months Ended September 30,                     Change
                                     2022                       2021        Amount          %
Interest expense     $           3,557                        $ 1,870      $ 1,687        90.2  %



Interest expense increased by $1,687 during the three months ended September 30,
2022 as compared to three months ended September 30, 2021. The increase in
interest expense was primarily driven by the higher principal balance of debt
associated with our Convertible Notes as compared to the principal balance of
debt under our Antares Capital Credit Facility, which was fully settled and
terminated in December 2021 in connection with the Business Combination. See the
Liquidity and Capital Resources section below for more information.

Income Tax Expense (Benefit)


                                           Three Months Ended September 30,                       Change
                                               2022                  2021              Amount                 %
Income tax expense (benefit)             $        252            $  (1,327)         $   1,579                (119.0) %
Effective tax rate                               (1.6)   %            29.7  %


The decrease in the effective tax rate for the three months ended September 30,
2022 from the three months ended September 30, 2021 was primarily due to
recognition of a full valuation allowance on the Company's deferred tax
balances. The effective tax rate for the three months ended September 30, 2022
differs from the U.S. federal income tax rate of 21.0% primarily due to state
and local income taxes, permanent differences between book and taxable income,
offset by a change in the valuation allowance.

As of September 30, 2022, the Company has determined that it is not more-likely-than-not that substantially all of its deferred tax assets will be realized in the future, and continues to have a full valuation allowance established against its deferred tax assets.

Refer to Note K-Income Taxes of the Notes to consolidated financial statements included in this Quarterly Report on Form 10-Q for more information.

Comparison of the Nine Months Ended September 30, 2022 and 2021



Revenues
                                                               Nine Months Ended September 30,                     Change
                                                                                                           2022               2021             Amount                %
Revenues
Cyber & Engineering                                                                                    $  53,902          $  58,039          $ (4,137)               (7.1) %
Analytics                                                                                                 60,752             54,061             6,691                12.4  %
Total Revenues                                                                                         $ 114,654          $ 112,100          $  2,554                 2.3  %


Cyber & Engineering revenues decreased by $4,137 during the nine months ended September 30, 2022 as compared to nine months ended September 30, 2021 as a result of reduced order volume related to certain procurement programs.



Analytics revenues increased by $6,691 during the nine months ended September
30, 2022 as compared to nine months ended September 30, 2021, primarily driven
by revenue from our acquisition of ProModel Corporation in April of 2022 as well
as new contracts awarded during the nine months ended September 30, 2022,
including the award of the GFIM contract.

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Cost of Revenues
                                             Nine Months Ended September 30,                        Change
                                                 2022                   2021              Amount                %
Cost of revenues
Cyber & Engineering                       $        43,725           $  46,642          $  (2,917)                (6.3) %
Analytics                                          39,721              35,217              4,504                 12.8  %
Total cost of revenues                    $        83,446           $  81,859          $   1,587                  1.9  %

Cost of revenues as a percentage of
revenues
Cyber & Engineering                                    81   %              80  %
Analytics                                              65   %              65  %


Cyber & Engineering cost of revenues as a percentage of Cyber & Engineering revenues increased to 81% for nine months ended September 30, 2022 as compared to 80% for the nine months ended September 30, 2021 due to higher volume of subcontractor costs on certain contracts as compared to the same period in 2021.



Analytics cost of revenues as a percentage of Analytics revenues remained flat
at 65% for the nine months ended September 30, 2022 compared to the nine months
ended September 30, 2021.

SG&A
                                            Nine Months Ended September 30,                        Change
                                                2022                   2021              Amount                %
SG&A                                     $        69,205           $  32,557          $  36,648                112.6  %
SG&A as a percentage of revenues                      60   %              

29 %





SG&A expenses as a percentage of total revenues for nine months ended September
30, 2022 increased to 60% as compared to 29% for the nine months ended September
30, 2021, which was primarily driven by $6,490 investment in commercial start-up
costs, $8,548 of equity-based compensation cost, and $3,459 related to D&O
insurance. The increase in SG&A as a percentage of revenues was also driven by
increased payroll, information technology and employee recruiting expenses to
increase personnel in advance of planned growth in our business as well as our
increased compliance and reporting requirements as a public company.

Additionally, the increase for the nine months ended September 30, 2022 includes
$741 related to capital market advisory fees related to advisors who assisted
with the Business Combination and various integration projects and $6,474 of
non-recurring integration costs to streamline business functions across the
Company and realize synergies from our acquisitions.

Research and Development


                                    Nine Months Ended September 30,                     Change
                                           2022                      2021        Amount          %
Research and development   $           7,194                       $ 4,158

$ 3,036 73.0 %





Research and development expenses increased by $3,036 during the nine months
ended September 30, 2022 as compared to nine months ended September 30, 2021.
The increase in research and development expenses was driven by increased hiring
and headcount in our innovations lab as well as investment in various research
projects aimed at continuing to develop and refine our solutions, including
enhancing features and functionality, adding new modules, and improving the
application of the latest AI/ML technologies in the solutions we deliver to our
customers.

Restructuring Charges
                                    Nine Months Ended September 30,
                                             2022                          2021
Restructuring charges   $                 1,562                           $  -


Restructuring charges for the three months ended September 30, 2022 consist of employee separation costs related to strategic cost saving initiatives.


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Transaction Expenses
                                    Nine Months Ended September 30,
                                             2022                          2021
Transaction expenses    $                 2,151                           $  -



Transaction expenses for the nine months ended September 30, 2022 consist of
acquisition costs and other related expenses incurred in acquiring ProModel
Corporation as well as costs associated with evaluating other acquisition
opportunities.

Goodwill Impairment
                                    Nine Months Ended September 30,
                                            2022                          2021
Goodwill impairment     $                35,252                          $  -



Goodwill impairment for the nine months ended September 30, 2022 consists of a
$35,252 non-cash impairment of the goodwill in the Cyber & Engineering reporting
unit.

Net Decrease in Fair Value of Derivatives


                                                                   Nine 

Months Ended September 30,


                                                                       2022                2021
Net decrease in fair value of derivatives                         $    

(1,564) $ -





The net decrease in fair value of derivatives of $1,564 for the nine months
ended September 30, 2022 consists of fair value remeasurements of written put
options and private warrants. The written put option balance was $- as of
September 30, 2022.

Interest Expense
                              Nine Months Ended September 30,                     Change
                                     2022                      2021        Amount          %
Interest expense     $           10,666                      $ 5,579      $ 5,087        91.2  %



Interest expense increased by $5,087 during the nine months ended September 30,
2022 as compared to nine months ended September 30, 2021. The increase in
interest expense was primarily driven by the higher principal balance of debt
associated with our Convertible Notes as compared to the principal balance of
debt under our Antares Capital Credit Facility, which was fully settled and
terminated in December 2021 in connection with the Business Combination. See the
Liquidity and Capital Resources section below for more information.

Income Tax Benefit
                                            Nine Months Ended September 30,                        Change
                                                2022                   2021              Amount                %
Income tax expense (benefit)             $        (1,491)          $  (3,294)         $   1,803                (54.7) %
Effective tax rate                                   1.6   %            27.3  %


The decrease in the effective tax rate for the nine months ended September 30,
2022 from the nine months ended September 30, 2021 was primarily due to
recognition of a full valuation allowance on the Company's deferred tax
balances. The effective tax rate for the nine months ended September 30, 2022
differs from the U.S. federal income tax rate of 21.0% primarily due to state
and local income taxes, permanent differences between book and taxable income,
certain discrete items, offset by a change in the valuation allowance primarily
resulting from the ProModel Corporation acquisition.

As of September 30, 2022, the Company has determined that it is not more-likely-than-not that substantially all of its deferred tax assets will be realized in the future, and continues to have a full valuation allowance established against its deferred tax assets.

Refer to Note K-Income Taxes of the Notes to consolidated financial statements included in this Quarterly Report on Form 10-Q for more information.


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Supplemental Non-GAAP Information

The Company uses Adjusted EBITDA to evaluate its operating performance, generate
future operating plans, and make strategic decisions, including those relating
to operating expenses and the allocation of internal resources. Adjusted EBITDA
is a financial measure not calculated in accordance with GAAP. Adjusted EBITDA
is defined as net income (loss) adjusted for interest expense (income), net,
income tax expense (benefit), depreciation and amortization, equity-based
compensation, net decrease in fair value of derivatives, capital market advisory
fees, non-recurring integration costs, commercial start-up costs, and
transaction expenses. Non-GAAP financial performance measures are used to
supplement the financial information presented on a GAAP basis.
This non-GAAP financial measure should not be considered in isolation or as a
substitute for the relevant GAAP measures and should be read in conjunction with
information presented on a GAAP basis. Because not all companies use identical
calculations, our presentation of non-GAAP measures may not be comparable to
other similarly titled measures of other companies.

Adjusted EBITDA - Non-GAAP

The following table presents a reconciliation of Adjusted EBITDA to net income (loss), computed in accordance with GAAP:


                                          Three Months Ended September 30,  

Nine Months Ended September 30,


                                              2022                2021               2022                2021
Net loss                                  $  (16,110)         $  (3,146)         $  (91,779)         $   (8,758)
Interest expense                               3,557              1,870              10,666               5,579
Income tax benefit                               252             (1,327)             (1,491)             (3,294)
Depreciation and amortization                  2,038              1,759               5,764               5,432

EBITDA                                       (10,263)              (844)            (76,840)             (1,041)
Adjustments:
Equity-based compensation                      2,222                 30              11,160                  86
Net decrease in fair value of
derivatives(1)                                  (102)                 -              (1,564)                  -
Restructuring charges(2)                       1,562                  -               1,562                   -

Capital market advisory fees(3)                    -              1,510                 741               3,956
Termination of legacy benefits(4)                  -              1,482                   -               1,482
Management fees(5)                                 -                229                   -                 683
Integration costs(6)                           2,075                740               6,474               1,245
Commercial start-up costs(7)                       -                773               6,490                 773
Transaction expenses(8)                          566                  -               2,151                   -
Goodwill impairment(9)                             -                  -              35,252                   -
Adjusted EBITDA                           $   (3,940)         $   3,920          $  (14,574)         $    7,184

(1) The decrease in fair value of derivatives primarily relates to the changes in the fair

value of certain Forward Share Purchase Agreements (FPAs) that were entered into prior

to the closing of the Business Combination and were fully settled during the first

quarter of 2022, as well as changes in the fair value of private warrants.

(2) In the third quarter of 2022, the Company incurred employee separation costs

associated with a strategic review of the Company's capacity and future projections to

better align the organization and cost structure and improve the affordability of its

products and services.

(3) The Company incurred capital market and advisory fees related to advisors assisting

with the Business Combination.

(4) In the third quarter of 2021, the Company elected to terminate certain legacy employee

incentive benefits with final payments made in the fourth quarter of 2021.

(5) Management and other related consulting fees paid to AE Partners. These fees ceased

subsequent to the Business Combination.

(6) Internal integration costs related to business combinations.

(7) Commercial start-up costs include certain non-recurring expenses associated with

tailoring the Company's software products for commercial customers and use cases.

(8) Transaction expenses primarily related to the acquisition of ProModel Corporation,

which closed on April 7, 2022, as well as costs associated with evaluating other

acquisition opportunities.

(9) During the second quarter of 2022, the Company recognized a non-cash goodwill

impairment charge related to its Cyber & Engineering business segment.





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Free Cash Flow

Free cash flow is defined as net cash (used in) provided by operating activities
less capital expenditures. Management believes free cash flow is useful to
investors, analysts and others because it provides a meaningful measure of the
Company's ability to generate cash and meet its debt obligations.

The table below presents a reconciliation of free cash flow to net cash (used in) provided by operating activities, computed in accordance with GAAP:


                                                                  Nine 

Months Ended September 30,


                                                                      2022                2021
Net cash (used in) provided by operating activities              $   (38,390)         $    1,222
Capital expenditures, net                                               (736)               (601)
Free cash flow                                                   $   (39,126)         $      621

Key Performance Indicators

Backlog



We view growth in backlog as a key measure of our business growth. Backlog
represents the estimated dollar value of contracts that we have been awarded for
which work has not yet been performed, and in certain cases, our estimate of
known opportunities for future contract awards on customer programs that we are
currently supporting.

The majority of our historical revenues are derived from contracts with the
Federal Government and its various agencies. In accordance with the general
procurement practices of the Federal Government, most contracts are not fully
funded at the time of contract award. As work under the contract progresses, our
customers may add incremental funding up to the initial contract award amount.
We generally do not deliver goods and services to our customers in excess of the
appropriated contract funding.

At the time of award, certain contracts may include options for our customers to
procure additional goods and services under the contract. Options do not create
enforceable rights and obligations until exercised by our customers and thus we
only recognize revenues related to options as each option is exercised.
Contracts with such provisions may or may not specify the exact scope, nor
corresponding price, associated with options; however, these contracts will
generally identify the expected period of performance for each option. In cases
where we have negotiated the estimated scope and price of an option in the
contract with our customer, we use that information to measure our backlog and
we refer to this as Priced Unexercised Options. If a contract does not specify
the scope, level-of-effort, or price related to options to procure additional
goods and services, we estimate the backlog associated with those options based
on our discussions with our customer, our current level of support on the
customer's program, and the period of performance for each option that was
negotiated in the contract. We refer to this as Unpriced Unexercised Options.

Many of the customer programs we support relate to key national security and
defense interests. At the end of a contract, our customers may elect to modify
our existing contract, in order to extend the period under which we provide
additional goods and services or may elect to continue to procure additional
goods and services from us under a new contract. If our customer notifies us
that a program we currently support will be continuing under a new contract, we
estimate the backlog associated with that anticipated future contract
("Anticipated Follow-on Awards") based on the assumption that (i) we are highly
likely to be awarded the contract because we are the incumbent, (ii) the program
we support is of critical importance to national security and defense, and
(iii) that if the contract was awarded to a different party, the transition
would be highly disruptive to the achievement of our customer's objectives. For
purposes of estimating backlog related to Anticipated Follow-on Awards, we
assume that the goods and services that we will deliver under that future
contract will be generally similar in scope and pricing compared to our current
contract and that our current level of support on the customer program will
persist under the new contract. Potential contract awards with existing
customers on completely new programs, or with any new customer that we have not
worked with historically, would not be included in Anticipated Follow-on Awards
as there is far greater uncertainty as to whether those opportunities will be
awarded to us.

We define backlog in these categories to provide the reader with additional
context as to the nature of our backlog and so that the reader can understand
the varying degrees of risk, uncertainty, and where applicable, management's
estimates and judgements used in determining backlog at the end of a period. The
categories of backlog are further defined below.

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•Funded Backlog. Funded backlog represents the contract value of goods and
services to be delivered under existing contracts for which funding is
appropriated or otherwise authorized less revenues previously recognized on
these contracts.

•Unfunded backlog. Unfunded backlog represents the contract value, or portion thereof, of goods and services to be delivered under existing contracts for which funding has not been appropriated or otherwise authorized.



•Priced Unexercised Options: Priced unexercised contract options represent the
value of goods and services to be delivered under existing contracts if our
customer elects to exercise all of the options available in the contract. For
priced unexercised options, we measure backlog based on the corresponding
contract values assigned to the options as negotiated in our contract with our
customer.

•Unpriced Unexercised Options: Unpriced unexercised contract options represent
the value of goods and services to be delivered under existing contracts if our
customer elects to exercise all of the options available in the contract. For
unpriced unexercised options, we estimate backlog generally under the assumption
that our current level of support on the contract will persist for each option
period.

The following table summarizes certain backlog information (in thousands):


                                 September 30, 2022      December 31, 2021
Funded                          $           60,548      $           78,258
Unfunded                                    52,781                  68,203
Priced, unexercised options                143,263                 143,969
Unpriced, unexercised options               31,620                  31,680

Total backlog                   $          288,212      $          322,110



During the second quarter of the fiscal year ending December 31, 2022, the
Company revised its methodology for determining backlog. Under the revised
methodology, backlog does not include Anticipated Follow-on Awards, which were
historically estimated when a customer notified us a program we currently
support would be continuing under a new contract. Additionally, we have
reassessed our unpriced, unexercised backlog and while we have this work under
contract with not-to-exceed limits, we have updated our estimates on what we
believe will actually be funded in the future on these contracts. For
comparative purposes we recalculated backlog as of December 31, 2021, giving
effect to the revised methodology. Under the revised methodology, the $466
million of backlog previously reported as of December 31, 2021 would be $322
million.

                                                              Previously              Revised
                                                               Reported             Methodology
                                                             December 31,           December 31,
                                                                 2021                   2021                 Change
Funded                                                     $      91,187          $      78,258          $   (12,929)
Unfunded                                                          68,203                 68,203                    -
Priced, unexercised options                                      143,969                143,969                    -
Unpriced, unexercised options                                    119,747                 31,680              (88,067)
Anticipated follow-on Awards                                      42,582                      -              (42,582)
Total backlog                                              $     465,688          $     322,110          $  (143,578)

Liquidity and Capital Resources



Our primary sources of liquidity are cash flows provided by our operations and
access to existing credit facilities. Our primary short-term cash requirements
are to fund payroll obligations, working capital, operating lease obligations,
and short-term debt, including current maturities of long-term debt. Working
capital requirements can vary significantly from period to period, particularly
as a result of the timing of receipts and disbursements related to long-term
contracts.

Our medium-term to long-term cash requirements are to service and repay debt and
to invest in facilities, equipment, technologies, and research and development
for growth initiatives.

Our ability to fund our cash needs will depend, in part, on our ability to generate cash in the future, which depends on our future financial results. Our future results are subject to general economic, financial, competitive, legislative and regulatory factors that may be outside of our control. Our future access to, and the availability of credit on acceptable terms and conditions, is impacted


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Table of Contents by many factors, including capital market liquidity and overall economic conditions.



As stated in Note I-Debt of the Notes to consolidated financial statements
included in this Quarterly Report on Form 10-Q, the Company was not in
compliance with the covenants of the Senior Revolver as of September 30, 2022.
Although the Company entered into the First Amendment, which waived the
requirement that the Company demonstrate compliance with the minimum Fixed
Charge Coverage ratio provided for in the Credit Agreement for the quarter ended
June 30, 2022, and the Second Amendment, which removed the requirement to comply
with the minimum Fixed Charge Coverage ratio, it is currently unable to draw on
the Senior Revolver.

Based on current forecasts, management believes that it is reasonably likely
that the Company may fail to meet the covenant requirements of the Bank of
America Credit Agreement in future periods and therefore, may be unable to draw
on the facility. Management performed a cash flow analysis to identify the
Company's projected approximate cash flow and liquidity needs for the next 12
months. Based on the Company's projected cash flow and liquidity needs, we
believe that our cash from operating activities generated from continuing
operations during the year will be adequate for the next 12 months to meet our
anticipated uses of cash flow, including payroll obligations, working capital,
operating lease obligations, capital expenditures and debt service costs, and it
is considered unlikely that the Company would require access to draw funds on
the Senior Revolver in the foreseeable future.

While we intend to reduce debt over time using cash provided by operations, we
may also attempt to meet long-term debt obligations, if necessary, by obtaining
capital from a variety of additional sources or by refinancing existing
obligations. These sources include public or private capital markets, bank
financings, proceeds from dispositions or other third-party sources.

Our available liquidity consists primarily of available cash and cash equivalents. The following table details our available liquidity:


                                                                 September 

30, December 31,


                                                                     2022                  2021
Available cash and cash equivalents                             $     21,955          $     68,900
Available borrowings from our existing credit facilities                   -                15,000
Total available liquidity                                       $     

21,955 $ 83,900

The following table summarizes our existing credit facilities:

September 30, 2022      December 31, 

2021


Convertible Notes                   $          200,000      $          

200,000


Bank of America Senior Revolver                      -                       -

D&O Financing Loan                                 769                   4,233
Total debt                                     200,769                 204,233
Less: unamortized issuance costs                 8,170                   9,636
Total debt, net                                192,599                 194,597
Less: current portion                              769                   4,233
Long-term debt, net                 $          191,830      $          190,364


Bank of America Senior Revolver

BigBear.ai is party to a senior Bank of America Credit Agreement, entered into
on December 7, 2021, providing BigBear.ai with a $25.0 million senior secured
revolving credit facility as of November 8, 2022 (the "Senior Revolver").
Proceeds from the Senior Revolver will be used to fund working capital needs,
capital expenditures, and other general corporate purposes. The Senior Revolver
matures on December 7, 2025.

The Senior Revolver includes borrowing capacity available for letters of credit
and for borrowings on same-day notice, referred to as the "swing loans." Any
issuance of letters of credit or making of a swing loan will reduce the amount
available under the revolving credit facility. BigBear.ai may increase the
commitments under the Senior Revolver in an aggregate amount of up to the
greater of $25.0 million or 100% of consolidated adjusted EBITDA plus any
additional amounts so long as certain conditions, including compliance with the
applicable financial covenants for such period, in each case on a pro forma
basis, are satisfied.

The Bank of America Credit Agreement requires BigBear.ai to meet certain
financial and other covenants. The Company was not in compliance with the Fixed
Charge Coverage ratio requirement as of September 30, 2022, and as a result is
currently unable to
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draw on the facility. The Company notified Bank of America N.A. of the covenant
violation, and on August 9, 2022, entered into the First Amendment, which waived
the requirement that the Company demonstrate compliance with the minimum Fixed
Charge Coverage ratio provided for in the Credit Agreement for the quarter ended
June 30, 2022. The Company further entered into the Second Amendment on November
8, 2022, which removed the requirement that the Company comply with a minimum
Fixed Charge Coverage ratio, among other changes.

The Second Amendment does not provide the Company access to draw on the Senior
Revolver, including the borrowing capacity available for letters of credit and
swing loans thereunder. However, the Company may regain its access to draw on
the Senior Revolver by reporting Adjusted EBITDA of at least one dollar. Based
on the Company's projected cash flow and liquidity needs, which incorporate
certain cost saving measures, we believe the Company's current working capital
is sufficient to fund the short-term operations of the business and it is
unlikely that the Company would require access to draw funds on the Senior
Revolver in the foreseeable future.

As of September 30, 2022, the Company had not drawn on the Senior Revolver. Unamortized debt issuance costs of $441 were recorded on the balance sheet and are presented in Other non-current assets.



Refer to Note I-Debt and Note U-Subsequent Events of the Notes to consolidated
financial statements included in this Quarterly Report on Form 10-Q for more
information.

Convertible Notes

Upon consummation of the Merger, the Company issued $200.0 million of unsecured
convertible notes (the "Convertible Notes") to certain investors. The
Convertible Notes bear interest at a rate of 6.0% per annum, payable
semi-annually, and not including any interest payments that are settled with the
issuance of shares, are convertible into 17,391,304 shares of the Company's
common stock at an initial Conversion Price of $11.50. The Conversion Price is
subject to adjustments, including but not limited to, the Conversion Rate Reset
described below and in Note I-Debt of the Notes to consolidated financial
statements included in this Quarterly Report on Form 10-Q. The Convertible Notes
mature on December 15, 2026.

The Convertible Notes require the Company to meet certain financial and other covenants. As of September 30, 2022, the Company was in compliance with all covenants.



On May 29, 2022, pursuant to the conversion rate adjustment provisions in the
Convertible Note indenture, the Conversion Price was adjusted to $10.61 (or
94.2230 shares of common stock per $1,000 principal amount of Convertible Notes)
because the average of the daily volume-weighted average price of the common
stock during the preceding 30 trading days was less than $10.00. Subsequent to
the Conversion Rate Reset, the Convertible Notes are convertible into 18,844,600
shares, not including any interest payments that are settled with the issuance
of shares.

As of September 30, 2022, the Company has an outstanding balance of $200.0 million related to the Convertible Notes, which is recorded on the balance sheet net of approximately $8.2 million of unamortized debt issuance costs.

D&O Financing Loan



On December 8, 2021, the Company entered into a $4,233 loan (the "D&O Financing
Loan") with AFCO Credit Corporation to finance the Company's directors and
officers insurance premium. The D&O Financing Loan has an interest rate of 1.50%
per annum and a maturity date of December 8, 2022.

Cash Flows

The table below summarizes certain information from our consolidated statements of cash flows for the following periods:


                                                                  Nine 

Months Ended September 30,


                                                                     2022                2021
Net cash (used in) provided by operating activities                 (38,390)              1,222
Net cash used in investing activities                                (5,201)               (825)
Net cash (used in) provided by financing activities                (104,375)                675

Net (decrease) increase in cash and cash equivalents and restricted cash

                                                    (147,966)              1,072

Cash and cash equivalents and restricted cash at the beginning of period

                                                           169,921               9,704
Cash and cash equivalents and restricted cash at the end of the
period                                                           $   21,955          $   10,776


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Operating activities



For the nine months ended September 30, 2022, net cash used in operating
activities was $38,390. Net loss before deducting depreciation, amortization and
other non-cash items was $40,992 and was partially offset by a favorable change
in net working capital of $2,602 which contributed to operating cash flows
during this period. The favorable change in net working capital was largely
driven by a decrease in prepaid and other current assets of $3,549, an increase
in accounts payable of $1,946, and an increase in other liabilities of $1,760.
These favorable changes were partially offset by an increase in accounts
receivable of $2,359, a decrease in accrued liabilities of $993, and a decrease
in contract liabilities of $1,004.

For the nine months ended September 30, 2021, net cash provided by operating
activities was $1,222. Net loss before deducting depreciation, amortization and
other non-cash items was $6,152 and partially offset by a favorable change in
net working capital of $7,374 during this period. The favorable change in net
working capital was largely driven by an increase in contract liabilities of
$1,595, an increase in accounts payable of $6,737, and an increase in accrued
liabilities of $4,733. These increases were partially offset by an increase in
contract assets of $288 and an increase in prepaid and other current assets of
$5,829.

Investing activities

For the nine months ended September 30, 2022, net cash used in investing activities was $5,201, consisting of the net cash used to acquire ProModel Corporation of $4,465 and purchase of property and equipment of $736.

For the nine months ended September 30, 2021, net cash used in investing activities was $825, consisting of the purchase of property and equipment of $601 and the settlement of escrow amounts related to the acquisition of businesses of $224.

Financing activities



For the nine months ended September 30, 2022, net cash used in financing
activities was $104,375, primarily consisting of the purchase of Company shares
as a result of settlement of the FPAs of $100,896, and the partial repayment of
short-term borrowings of $3,464 related to the D&O Financing Loan.

For the nine months ended September 30, 2021, net cash provided by financing activities was $675, consisting of proceeds from the Company's revolver of $1,500, offset by the partial repayment of the term loan of $825.

Critical Accounting Policies and Estimates



For the critical accounting estimates used in preparing our consolidated
financial statements, we make assumptions and judgments that can have a
significant impact on revenue, cost and expenses, and other expense (income),
net, in our consolidated statements of operations, as well as, on the value of
certain assets and liabilities on our consolidated balance sheets. We base our
assumptions, judgments and estimates on historical experience and various other
factors that we believe are reasonable under the circumstances. Actual results
could differ materially from these estimates under different assumptions or
conditions.

Except as set forth below, our critical accounting estimates have not changed
materially from those disclosed in Management's Discussion and Analysis of
Financial Condition and Results of Operation included in our Annual Report on
Form 10-K, for the year ended December 31, 2021, as filed with the SEC on April
29, 2022 and subsequently amended on May 12, 2022.

Goodwill Impairment Testing



During the second quarter of the fiscal year ending December 31, 2022, the
Company identified factors indicating that the fair value of both the Cyber &
Engineering and Analytics reporting units may be less than their respective
carrying amounts and performed a qualitative goodwill impairment assessment.
These factors were related to a shift in the Federal Government's focus to
address immediate needs in Ukraine, causing a slowdown in the pace of contract
awards. This resulted in lower revenues than anticipated during the period and
caused future revenue projections to be revised. As a result, the Company
determined that a quantitative goodwill impairment assessment should be
performed. The Company utilized a combination of the discounted cash flow
("DCF") method of the Income Approach and the Market Approach. Under the Income
Approach, the future cash flows of the Company's reporting units were projected
based on estimates of future revenues, gross margins, operating income, excess
net working capital, capital expenditures, and other factors. The Company
utilized estimated revenue growth rates and cash flow projections. The discount
rates utilized in the DCF method were based on a weighted-average cost of
capital ("WACC") determined from relevant market comparisons and adjusted for
specific reporting unit risks and capital structure. A terminal value
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estimated growth rate was applied to the final year of the projected period and
reflected the Company's estimate of perpetual growth. The Company then
calculated the present value of the respective cash flows for each reporting
unit to arrive at an estimate of fair value under the Income Approach. The
Market Approach is comprised of the Guideline Public Company and the Guideline
Transactions Methods. The Guideline Public Company Method focuses on comparing
the Company to selected reasonably similar (or guideline) publicly traded
companies. Under this method, valuation multiples were: (i) derived from the
operating data of selected guideline companies; (ii) evaluated and adjusted
based on the strengths and weaknesses of the Company relative to the selected
guideline companies; and (iii) applied to the operating data of the Company to
arrive at an indication of value. In the Guideline Transactions Method,
consideration was given to prices paid in recent transactions that had occurred
in the Company's industry or in related industries. The Company then reconciled
the estimated fair value of its reporting units to its total public market
capitalization as of the valuation date. The carrying value of the Cyber &
Engineering reporting unit exceeded its fair value and accordingly the Company
recorded a non-tax-deductible goodwill impairment charge of $35,252, which was
included within the consolidated statement of operations for the nine months
ended September 30, 2022. As of June 30, 2022, the estimated fair value of the
Analytics reporting unit exceeded its carrying value by 8.3%. An increase in the
WACC of approximately 1% or a reduction in the forecasted revenues of
approximately 3% would have resulted in an impairment of the goodwill within the
Analytics reporting unit using the Income Approach.

Our Analytics reporting unit had $67,125 of goodwill as of September 30, 2022.
The goodwill balance for this reporting unit continues to be at risk for future
impairment for the reasons discussed above.

We performed a quarterly assessment to identify potential indicators of
impairment for our Analytics reporting unit during the three months ended
September 30, 2022. Based on our performed assessment, we did not identify any
impairment indicators for the Analytics reporting unit during the three months
ended September 30, 2022 and determined that it was not more likely than not
that the carrying value of the Analytics reporting unit exceeded its fair value.
We will continue to closely monitor the operational performance of this
reporting unit, including the impacts of our revenue and gross margin
projections, as well as the realization of cost reductions resulting from our
recently initiated cost savings measures in assessing the fair value of
goodwill.

Recent Accounting Pronouncements

See Note B-Summary of Significant Accounting Policies of the consolidated financial statements included in this Quarterly Report on Form 10-Q for a discussion of recently issued accounting pronouncements.

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