You should read the following discussion and analysis of our financial condition
and results of operations together with our Annual Report on Form 10-K for the
year ended December 31, 2021 and the unaudited condensed consolidated financial
statements and the related notes included elsewhere in this quarterly report. In
addition to historical information, this discussion contains forward-looking
statements that involve risks, uncertainties and assumptions that could cause
actual results to differ materially from management's expectations. Factors that
could cause such differences are discussed in the sections entitled
"Forward-Looking Statements" in this item and in "Part I. Item 1A. Risk Factors"
in our Annual Report on Form 10-K for the year ended December 31, 2021. We
assume no obligation to update any of these forward-looking statements.

In this quarterly report, "EPAM," "EPAM Systems, Inc.," the "Company," "we," "us" and "our" refer to EPAM Systems, Inc. and its consolidated subsidiaries.

"EPAM" is a trademark of EPAM Systems, Inc. All other trademarks and service marks used herein are the property of their respective owners.

Executive Summary

We are a leading global provider of digital platform engineering and software development services to many of the world's leading organizations.



Our customers depend on us to solve their complex technical challenges and rely
on our expertise in core engineering, advanced technology, digital design and
intelligent enterprise development. We continuously explore opportunities in new
industries to expand our core industry client base in software and technology,
financial services, business information and media, travel and consumer, and
life sciences and healthcare. Our teams of developers, architects, consultants,
strategists, engineers, designers, and product experts have the capabilities and
skill sets to deliver business results.

Our global delivery model and centralized support functions, combined with the
benefits of scale from the shared use of fixed-cost resources, enhance our
productivity levels and enable us to better manage the efficiency of our global
operations. As a result, we have created a delivery base whereby our
applications, tools, methodologies and infrastructure allow us to seamlessly
deliver services and solutions from our delivery centers to global customers
across all geographies, further strengthening our relationships with them.

Through increased specialization in focused verticals and a continued emphasis
on strategic partnerships, we are leveraging our roots in software engineering
to grow as a recognized brand in software development and end-to-end digital
transformation services for our customers.

During the third quarter of 2022, to ensure safety and business continuity in
the presence of the COVID-19 global pandemic, many of our personnel continued to
work productively through secure remote working arrangements so they can respond
to the rapidly changing needs and demands of our customers. We cannot accurately
predict the extent to which the COVID-19 pandemic will continue to directly and
indirectly impact our business, results of operations and financial condition.
For additional information on the impact of the COVID-19 pandemic on our results
and for further information on the various risks posed by the COVID-19 pandemic,
please read "Part I. Item 1A. Risk Factors" under the sub-heading "Risks Related
to COVID-19" which is included in our Annual Report on Form 10-K for the year
ended December 31, 2021.

Business Update Regarding the War in Ukraine



On February 24, 2022, Russian forces attacked Ukraine and its people and EPAM
has repeatedly called for an immediate end to this unlawful and unconscionable
attack. EPAM's highest priority is the safety and security of its employees and
their families in Ukraine as well as the broader region, and we have continued
to support relocating our employees to lower risk locations, both in Ukraine and
to other countries where we operate. The vast majority of our Ukraine employees
are in safe locations and operating at levels of productivity consistent with
those achieved in 2021. We have maintained our $100 million humanitarian aid
commitment to our people in addition to our other donations and volunteer
efforts. We also continue to execute our business continuity plans and have
sustained our hiring across multiple locations in Central and Eastern Europe,
Latin America, and India. Our Board of Directors continues its oversight of our
strategic, geopolitical, and cybersecurity risks and the risks related to our
geographic expansion. Our Board has received updates from management during both
regular and special meetings, while also providing oversight of the risks
associated with the invasion in Ukraine and other strategic areas of importance
related to the war.

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On April 7, 2022, the Company announced that we would begin the process of a
phased exit of our operations in Russia in close collaboration with the
Company's employees, contractors, and customers. We have discontinued services
to certain customers located in Russia and on September 7, 2022, we executed an
agreement to sell substantially all of our remaining holdings in Russia to a
third party. The completion of the sale is subject to customary closing
conditions, including regulatory approvals by the Russian government.

We expect to continue operating in Belarus while executing on our
Belarus-specific business continuity plans. A significant number of our
employees in Russia and Belarus have relocated, and we may assist in relocating
employees to delivery locations in other countries in the future. Ukraine
remains our largest delivery location with the most delivery professionals and,
prior to the attack in February 2022, Belarus and Russia were our second and
third largest delivery locations by the number of delivery professionals,
respectively.

We own office buildings and lease office space in a number of cities in both
Ukraine and in Belarus that we use for both internal functions and for
delivering services to our customers. The impact of the war on our operations,
personnel, and physical assets in Ukraine has had, and, along with any
escalation of the war that includes Belarus' territory or military, could
continue to have a material adverse effect on our operations. Actions taken by
other countries, including new and stricter sanctions by Canada, the United
Kingdom, the European Union, the U.S. and other companies and organizations
against officials, individuals, regions, and industries in Russia and Belarus,
and each of those country's responses to such sanctions, including
counter-sanctions and other actions, has had and could continue to have a
material adverse effect on our operations. Customers have and may continue to
seek altered terms, conditions, and delivery locations for the performance of
services, delay planned work or seek services from alternate providers, or
suspend, terminate, fail to renew, or reduce existing contracts or services,
which could have a material adverse effect on our financial condition. Some of
our customers have implemented steps to block internet communications with
Russia, Ukraine, and Belarus to protect against potential cyberattacks or other
information security threats, which has caused a material adverse effect on our
ability to deliver our services to these customers from those locations. Such
material adverse effects disrupt our delivery of services, cause us to shift all
or portions of our work occurring in the region to other countries, restrict our
ability to engage in certain projects in the region and serve certain customers
in or from the region, and could negatively impact our personnel, operations,
financial results and business outlook.

Moving Forward



We continue to execute our business continuity plans and adapt to developments
as they occur to protect the safety of our people and address impacts to our
delivery infrastructure, including reallocating work to other geographies within
our global footprint. We have engaged both our personnel and our customers to
meet their needs and to mitigate delivery challenges. EPAM continues to operate
productively in more than 50 countries and provides consistent high-quality
delivery to our customers. Our global delivery centers have sufficient
resources, including infrastructure and capital, to support ongoing operations.
EPAM continues to rapidly respond to the difficult conditions in Ukraine while
maintaining a focus on customers and long-term growth.

Implementation and execution of our business continuity plans, relocation costs,
our humanitarian commitment to our people in Ukraine, and the cost of our phased
exit from Russia have resulted in materially increased expenses in the first
nine months of 2022. We expect some of those expenses will continue to occur in
subsequent quarters. In addition to the charges recorded during the nine months
ended September 30, 2022 related to our exit from operations in Russia, we could
record a loss when we complete the sale of substantially all of our remaining
holdings in Russia and conclude our exit. We have no way to predict the progress
or outcome of the attack against Ukraine because the conflict and government
reactions change quickly and are beyond our control. Prolonged military
activities, broad-based sanctions and counter-sanctions could have a material
adverse effect on our operations and financial condition and there is
significant uncertainty for our business outlook for the remainder of 2022. The
information contained in this section is accurate as of the date hereof but may
become outdated due to changing circumstances beyond our control or present
awareness. For additional information on the various risks posed by the attack
against Ukraine and the impact in the region, please read "Part I. Item 1A. Risk
Factors" in our Annual Report on Form 10-K for the year ended December 31, 2021
and "Part II. Item 1A. Risk Factors" in this quarterly report.


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Year-to-Date 2022 Developments and Trends



Our business was disrupted by the war in Ukraine that began in the latter part
of the first quarter of 2022 and continued to create uncertainties through the
quarter ended September 30, 2022 and beyond. For the first nine months of 2022,
our revenues were $3.593 billion, an increase of 35.6% over $2.651 billion
reported for the same period of 2021. For the nine months ended September 30,
2022, we experienced strong growth across all of our verticals with revenues
growing above 25% year over year with the exception of the Software & Hi-Tech
vertical which grew 22.8% year over year. We have built an increasingly
diversified portfolio across numerous industry verticals, geographies and
service offerings which enables us to continue to grow revenues. Income from
operations as a percentage of revenues decreased to 11.2% for the nine months
ended September 30, 2022 as compared to 14.2% for the nine months ended
September 30, 2021, largely driven by incremental expenses associated with
EPAM's humanitarian efforts in Ukraine, the global repositioning of our
workforce, the costs associated with our phased exit from operations in Russia
and impairment of long-lived asset charges triggered by the discontinuance of
services to customers located in Russia.


Summary of Results of Operations

The following table presents a summary of our results of operations for the three and nine months ended September 30, 2022 and 2021:



                                                   Three Months Ended                                                         Nine Months Ended
                                                      September 30,                                                             September 30,
                                         2022                                  2021                                2022                                2021
                                                                      (in thousands, except per share data and percentages)
Revenues                  $        1,226,920         100.0  %       $  988,539         100.0  %       $   3,593,395         100.0  %       $  2,650,680         100.0  %
Income from operations    $          180,227          14.7  %       $  144,124          14.6  %       $     402,489          11.2  %       $    376,649          14.2  %
Net income                $          156,054          12.7  %       $  115,656          11.7  %       $     264,377           7.4  %       $    339,373          12.8  %
Effective tax rate                  18.4   %                           14.6  %                              13.6  %                              9.1  %
Diluted earnings per      $         2.63                            $  1.95                           $     4.47                           $    5.75
share


The key highlights of our consolidated results for the three and nine months
ended September 30, 2022, as compared to the corresponding periods of 2021, were
as follows:

•Revenues for the third quarter of 2022 were $1.227 billion, representing a
24.1% increase from $988.5 million reported in the same period last year.
Revenue growth was strong in the third quarter of 2022 as a result of robust
demand for our services. The third quarter of 2022 was negatively impacted by
$56.4 million or 5.7% due to changes in certain foreign currency exchange rates
as compared to the corresponding period last year. Revenues for the first nine
months of 2022 were $3.593 billion, or a 35.6% increase from $2.651 billion
reported in the corresponding period last year. Revenue growth in the first nine
months of 2022 was negatively impacted by $119.1 million or 4.5% due to changes
in certain foreign currency exchange rates as compared to the corresponding
period last year. Revenues from acquisitions contributed $41.7 million and
$173.9 million to our revenues for the three and nine months ended September 30,
2022, respectively.

•Income from operations increased 25.0% to $180.2 million during the three
months ended September 30, 2022 and 6.9% to $402.5 million during the nine
months ended September 30, 2022, as compared to the corresponding periods in
2021. Expressed as a percentage of revenues, income from operations for the
third quarter of 2022 increased to 14.7% compared to 14.6% in the third quarter
of last year and decreased to 11.2% for the first nine months of 2022 as
compared to 14.2% for the corresponding period in 2021. During the quarter ended
September 30, 2022, income from operations as a percentage of revenues was
positively impacted by reduced facility-related expenses and decreased variable
compensation expense as a percentage of revenues. During the nine months ended
September 30, 2022, income from operations as a percentage of revenues was
negatively impacted by incremental expenses associated with EPAM's humanitarian
efforts in Ukraine, the global repositioning of our workforce, the costs
associated with our phased exit from operations in Russia, and impairment of
long-lived asset charges during the first quarter of 2022 triggered by the
decision to discontinue services to customers in Russia.
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•Our effective tax rate was 18.4% and 13.6% for the three and nine months ended
September 30, 2022, respectively, and 14.6% and 9.1% for the three and nine
months ended September 30, 2021, respectively. The increase in the effective tax
rate in the three and nine months ended September 30, 2022, as compared to the
corresponding periods in the prior year, is primarily attributable to lower
excess tax benefits recorded upon vesting or exercise of stock-based awards as a
percentage of pre-tax income as well as the recognition of certain tax credits
in the prior year.

•Net income increased 34.9% to $156.1 million for the three months ended
September 30, 2022, compared to $115.7 million reported in the corresponding
period last year. Expressed as a percentage of revenues, net income was 12.7%
for the third quarter of 2022, an increase of 1.0% compared to 11.7% reported in
the corresponding period of 2021. Net income for the quarter ended September 30,
2022 was positively impacted by the increase in income from operations and
increases in other income and net foreign exchange gains. Net income decreased
22.1% during the nine months ended September 30, 2022 as compared to the
corresponding period in the prior year. Net income for the nine months ended
September 30, 2022 was impacted by net foreign exchange losses, partially offset
by the improvement in income from operations. Foreign exchange loss during the
nine months ended September 30, 2022 was primarily driven by the impact of
appreciation of the Russian ruble on the Company's intercompany payables
denominated in Russian rubles and U.S. dollar denominated assets held by our
subsidiaries in Russia and losses from our foreign exchange forward contracts
associated with the Russian ruble during the first quarter of 2022.

•Diluted earnings per share was $2.63 and $4.47 for the three and nine months ended September 30, 2022, respectively, an increase of $0.68 and a decrease $1.28, respectively, compared to the corresponding periods last year.



•Cash provided by operating activities was $278.0 million during the nine months
ended September 30, 2022 as compared to $287.7 million in the corresponding
period last year. This decrease was largely driven by a higher level of variable
compensation payments made in the first nine months of 2022 based on 2021
performance and cash outflows related to EPAM's humanitarian support efforts in
Ukraine and geographic repositioning.

The operating results in any period are not necessarily indicative of the results that may be expected for any future period.

Critical Accounting Policies



The discussion and analysis of our financial position and results of operations
is based on our unaudited condensed consolidated financial statements which have
been prepared in accordance with U.S. GAAP. The preparation of these condensed
consolidated financial statements in accordance with U.S. GAAP requires us to
make estimates and judgments that may affect the reported amounts of assets,
liabilities, revenues and expenses, and related disclosure of contingent assets
and liabilities. On a recurring basis, we evaluate our estimates and judgments,
including those related to revenue recognition and related allowances,
impairments of long-lived assets including intangible assets, goodwill and
right-of-use assets, income taxes including the valuation allowance for deferred
tax assets, and stock-based compensation. Actual results may differ materially
from these estimates under different assumptions and conditions. In addition,
our reported financial condition and results of operations could vary due to a
change in the application of a particular accounting standard.

During the three and nine months ended September 30, 2022, there have been no
material changes to our critical accounting policies as reported in our Annual
Report on Form 10-K for the year ended December 31, 2021.
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Results of Operations



The following table sets forth a summary of our consolidated results of
operations for the periods indicated. This information should be read together
with our unaudited condensed consolidated financial statements and related notes
included elsewhere in this quarterly report. The operating results in any period
are not necessarily indicative of the results that may be expected for any
future period.

                                                               Three Months Ended                                                           Nine Months Ended
                                                                 September 30,                                                                September 30,
                                                    2022                                  2021                                 2022                                  2021
                                                                           

(in thousands, except percentages and per share data) Revenues

$   1,226,920             100.0  %       $ 988,539            100.0  %       $ 3,593,395            100.0  %       $ 2,650,680            100.0  %

Operating expenses:


 Cost of revenues (exclusive of
depreciation and amortization)(1)          826,796              67.4  %         653,374             66.1  %         2,453,955             68.3  %         1,756,430             66.3  %
 Selling, general and administrative
expenses(2)                                198,021              16.1  %         169,498             17.1  %           667,825             18.6  %           457,797             17.3  %
 Depreciation and amortization
expense                                     21,876               1.8  %          21,543              2.2  %            69,126              1.9  %            59,804              2.2  %
Income from operations                     180,227              14.7  %         144,124             14.6  %           402,489             11.2  %           376,649             14.2  %
Interest and other income/(loss),
net                                          4,228               0.4  %          (5,325)            (0.5) %             5,642              0.1  %             2,629              0.1  %
Foreign exchange gain/(loss)                 6,691               0.5  %          (3,441)            (0.4) %          (102,035)            (2.8) %            (5,835)            (0.2) %
Income before provision for income
taxes                                      191,146              15.6  %         135,358             13.7  %           306,096              8.5  %           373,443             14.1  %
Provision for income taxes                  35,092               2.9  %          19,702              2.0  %            41,719              1.1  %            34,070              1.3  %
Net income                           $     156,054              12.7  %       $ 115,656             11.7  %       $   264,377              7.4  %       $   339,373             12.8  %
Effective tax rate                            18.4   %                             14.6  %                               13.6  %                                9.1  %
Diluted earnings per share           $        2.63                            $    1.95                           $      4.47                           $      5.75

(1)Includes $17,474 and $12,174 of stock-based compensation expense for the three months ended September 30, 2022 and 2021, respectively, and $31,782 and $34,552 of stock-based compensation expense for the nine months ended September 30, 2022 and 2021, respectively.

(2)Includes $15,813 and $17,013 of stock-based compensation expense for the three months ended September 30, 2022 and 2021, respectively, and $36,510 and $43,086 of stock-based compensation expense for the nine months ended September 30, 2022 and 2021, respectively.

Consolidated Results Review

Revenues



During the three months ended September 30, 2022, our total revenues grew to
$1.227 billion or 24.1% compared to the corresponding period in 2021. Revenues
have been positively impacted by acquisitions, which contributed 4.2% to our
revenue growth, and negatively impacted by our decision to exit Russia and
discontinue services to customers there, and fluctuations in foreign currency
exchange rates which decreased our revenue growth by 5.7% during the three
months ended September 30, 2022 as compared to the same period last year.

During the nine months ended September 30, 2022, our total revenues grew 35.6%
over the corresponding period in 2021. The first nine months of 2022 were
positively impacted by acquisitions, which contributed 6.6% to our revenue
growth, and negatively impacted by our decision to exit Russia and discontinue
services to customers there and fluctuations in foreign currency exchange rates
which decreased our revenue growth by $119.1 million or 4.5% as compared to the
corresponding period last year.
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Revenues by customer location for the three and nine months ended September 30, 2022 and 2021 were as follows:



                                                      Three Months Ended                                                              Nine Months Ended
                                                        September 30,                                                                   September 30,
                                          2022                                   2021                                    2022                                     2021
                                              (in thousands, except percentages)                                             (in thousands, except percentages)
Americas(1)                 $    747,091              60.9  %       $ 591,368              59.8  %       $       2,155,496             60.0  %       $ 1,589,087             60.0  %
EMEA(2)                          438,216              35.7  %         323,807              32.8  %               1,283,152             35.7  %           874,460             32.9  %
APAC(3)                           31,376               2.6  %          28,386               2.9  %                  91,134              2.5  %            74,318              2.8  %
CEE(4)                            10,237               0.8  %          44,978               4.5  %                  63,613              1.8  %           112,815              4.3  %
Revenues                    $  1,226,920             100.0  %       $ 988,539             100.0  %       $       3,593,395            100.0  %       $ 2,650,680            100.0  %



(1)Americas includes revenues from customers in North, Central and South America.

(2)EMEA includes revenues from customers in Western Europe and the Middle East.

(3)APAC, or Asia Pacific, includes revenues from customers in East Asia, Southeast Asia and Australia.

(4)CEE includes revenues from customers in Russia, Belarus, Kazakhstan, Ukraine, Uzbekistan and Georgia.



During the three and nine months ended September 30, 2022, the United States
continued to be our largest customer location, with revenues increasing 26.8% to
$715.3 million during the third quarter of 2022 from $564.1 million in the third
quarter of 2021. During the nine months ended September 30, 2022, revenues in
the United States grew 36.0% to $2.059 billion compared to $1.515 billion in the
same period of the prior year.

The top three revenue contributing customer location countries in EMEA were the
United Kingdom, Switzerland and the Netherlands, generating $160.7 million,
$76.2 million and $57.0 million in revenues, respectively, during the three
months ended September 30, 2022. Revenues from customers in these three
countries were $126.3 million, $66.7 million, and $39.6 million, respectively,
in the corresponding period last year. During the nine months ended
September 30, 2022, the United Kingdom, Switzerland and the Netherlands
performed as EMEA's top revenue generating locations and contributed $463.6
million, $237.2 million, and $158.1 million, respectively, compared to $332.5
million, $198.0 million, and $109.3 million, respectively, in the corresponding
period last year. Revenues in the EMEA region were negatively impacted by the
weakening of the euro and the British pound relative to the U.S. dollar during
the three and nine months ended September 30, 2022 as compared to the same
periods in the previous year. Revenues in the region during the three and nine
months ended September 30, 2022 benefited from acquisitions which contributed
$36.0 million and $144.3 million to revenue growth, respectively.

During the three and nine months ended September 30, 2022, revenues from customers in the APAC region increased by $3.0 million, or 10.5% and $16.8 million or 22.6%, respectively, over the corresponding periods of 2021, mainly due to growth in the Financial Services vertical.



During the three months ended September 30, 2022, revenues in the CEE geography
experienced a decrease of $34.7 million as compared to the corresponding period
of 2021 and included $8.0 million of revenues from customers in Russia. During
the nine months ended September 30, 2022, revenues in the CEE geography
experienced a decrease of $49.2 million as compared to the corresponding period
of 2021 and included $56.7 million of revenues from customers in Russia. On
March 4, 2022, we announced that we will discontinue our services to customers
located in Russia and have been providing transition support for customers in
this market while administering the transition. On September 7, 2022, we
executed an agreement to sell substantially all of our holdings in Russia to a
third party. As a result of this agreement, the revenues from this geography are
expected to materially decline in the future.

Cost of Revenues (Exclusive of Depreciation and Amortization)



The principal components of our cost of revenues (exclusive of depreciation and
amortization) are salaries, bonuses, fringe benefits, stock-based compensation,
project-related travel costs and fees for subcontractors who are assigned to
customer projects. Salaries and other compensation expenses of our delivery
professionals are reported as cost of revenues regardless of whether the
employees are actually performing customer services during a given period. Our
employees are a critical resource, necessary for our continued success and
therefore we expect to continue hiring talented employees and providing them
with competitive compensation programs.


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During the three months ended September 30, 2022, cost of revenues (exclusive of
depreciation and amortization) was $826.8 million representing an increase of
26.5% from $653.4 million in the corresponding period of 2021. The increase was
primarily due to an increase in compensation costs largely driven by the 21.0%
growth in the average number of production professionals during the three months
ended September 30, 2022 as compared to the same period in 2021 as well as $5.3
million of higher stock-based compensation expenses, $2.9 million of incremental
costs associated with our humanitarian efforts in Ukraine and $1.0 million of
unbilled business continuity resources. Expressed as a percentage of revenues,
cost of revenues (exclusive of depreciation and amortization) was 67.4% and
66.1% in the third quarter of 2022 and 2021, respectively. The year-over-year
increase is primarily due to lower utilization attributable to the transition of
projects and employees to new geographies, the ongoing transition of customer
work to higher cost geographies and increased costs associated with our
humanitarian efforts in Ukraine.

During the nine months ended September 30, 2022, cost of revenues (exclusive of
depreciation and amortization) was $2.454 billion representing an increase of
39.7% from $1.756 billion in the corresponding period of 2021. The increase was
primarily due to an increase in compensation costs other than stock-based
compensation expense largely driven by the 27.1% growth in the average number of
production professionals, a 5.1% unfavorable impact from changes in foreign
currency exchange rates, as well as $25.3 million of incremental costs
associated with our humanitarian efforts in Ukraine and $12.9 million of
unbilled business continuity resources, partially offset by the reversal of
$21.4 million of previously accrued discretionary compensation expenses during
the first quarter of 2022. Expressed as a percentage of revenues, cost of
revenues (exclusive of depreciation and amortization) was 68.3% and 66.3% for
the nine months ended September 30, 2022 and 2021, respectively. The
year-over-year increase is primarily due to higher personnel-related costs and
the ongoing transition of customer work to higher cost geographies, increased
costs associated with our humanitarian efforts in Ukraine, and unbilled business
continuity resources, partially offset by the reversal of previously accrued
discretionary compensation expenses in the first quarter of 2022.

Selling, General and Administrative Expenses



Selling, general and administrative expenses represent expenditures associated
with promoting and selling our services and general and administrative functions
of our business. These expenses include the costs of salaries, bonuses, fringe
benefits, stock-based compensation, severance, bad debt, travel, legal and
accounting services, insurance, facilities including operating leases,
advertising, and other promotional activities. Additionally, selling, general
and administrative expenses contain costs of relocating our employees and
various one-time and unusual expenses such as impairment charges.

During the three months ended September 30, 2022, selling, general and
administrative expenses were $198.0 million representing a 16.8% increase as
compared to $169.5 million in the corresponding period of 2021. The increase in
selling, general and administrative expenses was driven by a $13.3 million
increase in personnel-related costs including stock-based compensation expense
largely driven by the 20.6% growth in the average number of non-production
professionals during the three months ended September 30, 2022 compared to the
same period in 2021. Additionally, we incurred $4.4 million of expenses
associated with our geographic repositioning of our workforce, $0.7 million of
charges related to employee separation costs in Russia, and $1.6 million of
expenses associated with our humanitarian efforts in Ukraine during the third
quarter of 2022. Expressed as a percentage of revenues, selling, general and
administrative expenses decreased by 1.0% to 16.1% for the three months ended
September 30, 2022 as compared to the same period from the prior year, primarily
driven by reduced facility-related expenses and lower stock-based compensation
expenses as a percentage of revenues.

During the nine months ended September 30, 2022, selling, general and
administrative expenses were $667.8 million representing an increase of 45.9% as
compared to $457.8 million reported in the corresponding period of 2021. The
increase in selling, general and administrative expenses was primarily driven by
an $98.7 million increase in personnel-related costs other than stock-based
compensation expense, which decreased $6.6 million during the nine months ended
September 30, 2022 as compared to the same period in the prior year.
Additionally, the nine months ended September 30, 2022 were impacted by $37.5
million of expenses associated with our geographic repositioning of our
workforce, $13.2 million of expenses associated with our humanitarian efforts in
Ukraine, $16.9 million of charges related to employee separation costs in
Russia, $19.6 million of impairment charges related to our long-lived assets in
Russia and $5.7 million of bad debt expense attributable to customers located in
Russia. Expressed as a percentage of revenues, selling, general and
administrative expenses increased by 1.3% to 18.6% for the nine months ended
September 30, 2022 as compared to the same period from the prior year primarily
driven by impairment charges related to our long-lived assets in Russia, higher
bad debt expenses attributable to customers located in Russia, employee
separation costs in Russia, increased costs associated with geographic
repositioning of our workforce as well as our humanitarian efforts in Ukraine,
partially offset by reduced facilities-related expenses.


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Depreciation and Amortization Expense



During the three and nine months ended September 30, 2022, depreciation and
amortization expense was $21.9 million and $69.1 million, respectively, as
compared to $21.5 million and $59.8 million, respectively, in the corresponding
periods last year. The increase in depreciation and amortization expense is
primarily the result of increased investment in computer equipment used by our
employees and amortization of acquired finite-lived intangible assets. Expressed
as a percentage of revenues, depreciation and amortization expense decreased to
1.8% and 1.9% during the three and nine months ended September 30, 2022,
respectively, as compared to 2.2% in both corresponding periods of 2021.

Interest and Other Income/(Loss), Net



Interest and other income/(loss), net includes interest earned on cash and cash
equivalents, short-term investments and employee loans, gains and losses from
certain financial instruments, interest expense related to our borrowings,
government grant income, and changes in the fair value of contingent
consideration. Interest and other income/(loss), net increased from a $5.3
million loss and a $2.6 million gain during the three and nine months ended
September 30, 2021, respectively, to gains of $4.2 million and $5.6 million
during the three and nine months ended September 30, 2022, respectively. The
increase in Interest and other income/(loss), net during the three months ended
September 30, 2022 as compared to the three months ended September 30, 2021 was
largely driven by a $4.6 million decrease in loss due to the change in fair
value of contingent consideration, an increase in interest income from our cash
and cash equivalents and short-term investments, and an increase in government
grant income. The increase in Interest and other income/(loss), net during the
nine months ended September 30, 2022 as compared to the nine months ended
September 30, 2021 was largely driven by an increase in government grant income
and an increase in interest income from our cash and cash equivalents and
short-term investments, partially offset by a $7.2 million increase in loss due
to the change in fair value of contingent consideration and a $1.3 million
charge related to the impairment of a financial asset in Ukraine recorded during
the nine months ended September, 30 2022.

Foreign Exchange Gain/(Loss)

For discussion of the impact of foreign exchange fluctuations see "Item 3. Quantitative and Qualitative Disclosures About Market Risk."

Provision for Income Taxes



In determining the interim provision for income taxes, we historically have used
an estimated annual effective tax rate, which is based on expected annual profit
before tax, statutory tax rates and tax planning opportunities available in the
various jurisdictions in which EPAM operates. Certain significant or unusual
items are separately recognized in the quarter in which they occur and can be a
source of variability in the effective tax rates from quarter to quarter. During
the first quarter of 2022, we recorded the interim tax provision using the
discrete method rather than using an estimated annual effective tax rate. The
discrete method treats the year-to-date period as if it were the annual period
and determines the income tax expense or benefit on that basis. The discrete
method is applied when the application of the estimated annual effective tax
rate is impractical because it is not possible to reliably estimate the annual
effective tax rate. During the second and third quarters of 2022, the Company
used an estimated annual effective tax rate. The change did not have a material
impact on the condensed consolidated interim financial statements. In subsequent
quarters, the Company expects to continue to utilize the annual effective tax
rate method.

Determining the consolidated provision for income tax expense, deferred income
tax assets and liabilities and any potential related valuation allowances
involves judgment. We consider factors that may contribute, favorably or
unfavorably, to the overall effective tax rate in the current year as well as
the future. These factors include statutory tax rates and tax law changes in the
countries where we operate and excess tax benefits upon vesting or exercise of
equity awards as well as consideration of any significant or unusual items.

Our effective tax rate was 18.4% and 13.6% for the three and nine months ended
September 30, 2022, respectively, and 14.6% and 9.1% for the three and nine
months ended September 30, 2021, respectively. The increase in the effective tax
rate in the three and nine months ended September 30, 2022, as compared to the
corresponding periods in the prior year, is primarily attributable to lower
excess tax benefits recorded upon vesting or exercise of stock-based awards as a
percentage of pre-tax income in the current periods as well as the recognition
of certain tax credits in the corresponding prior periods, partially offset by
the impact of the Company's election in the current periods to disregard certain
foreign subsidiaries of the Company as separate entities for U.S. tax purposes.
Our provision for income taxes was impacted by excess tax benefits recorded upon
vesting or exercise of stock-based awards of $10.9 million and $31.4 million
during the three and nine months ended September 30, 2022, respectively, and
$10.4 million and $52.8 million during the three and nine months ended
September 30, 2021, respectively.


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Results by Business Segment

Our operations consist of three reportable segments: North America, Europe, and
Russia. The segments represent components of EPAM for which separate financial
information is available and used on a regular basis by our chief executive
officer, who is also our chief operating decision maker ("CODM"), to determine
how to allocate resources and evaluate performance. Our CODM makes business
decisions based on segment revenues and operating profit. Segment operating
profit is defined as income from operations before unallocated costs. Expenses
included in segment operating profit consist principally of direct selling and
delivery costs as well as an allocation of certain shared services expenses.
Certain corporate expenses are not allocated to specific segments as these
expenses are not controllable at the segment level. Such expenses include
certain types of professional fees, certain taxes included in operating
expenses, compensation to non-employee directors and certain other general and
administrative expenses, including compensation of specific groups of
non-production employees. In addition, the Company does not allocate stock-based
compensation, amortization of intangible assets acquired through business
combinations, goodwill and other asset impairment charges, acquisition-related
costs and certain other one-time charges and benefits. These unallocated amounts
are combined with total segment operating profit to arrive at consolidated
income from operations.

We manage our business primarily based on the managerial responsibility for its
client base and market. As managerial responsibility for a particular customer
relationship generally correlates with the customer's geographic location, there
is a high degree of similarity between customer locations and the geographic
boundaries of our reportable segments. In some cases, managerial responsibility
for a particular customer is assigned to a management team in another region and
is usually based on the strength of the relationship between customer executives
and particular members of EPAM's senior management team. In such cases, the
customer's activity would be reported through the management team's reportable
segment.

On March 4, 2022, the Company announced that it will discontinue its services to
customers located in Russia and is committed to providing transition support for
customers in this market. On April 7, 2022, the Company announced that it would
begin the process of a phased exit of its operations in Russia and on September
7, 2022, the Company executed an agreement to sell substantially all of its
remaining operations in Russia to a third party. The timing of completing the
sale is subject to completion of customary closing conditions, including
regulatory approval in Russia.

Segment revenues from external customers and segment operating profit, before
unallocated expenses, for the North America, Europe and Russia reportable
segments for the three and nine months ended September 30, 2022 and 2021 were as
follows:

                                        Three Months Ended               Nine Months Ended
                                          September 30,                    September 30,
                                       2022            2021            2022             2021
                                                          (in thousands)
Segment revenues:
North America                      $   748,383      $ 593,862      $ 2,159,751      $ 1,600,737
Europe                                 470,009        350,080        1,373,923          938,733
Russia                                   8,528         44,597           59,721          111,210
Total segment revenues             $ 1,226,920      $ 988,539      $ 3,593,395      $ 2,650,680
Segment operating profit/(loss):
North America                      $   175,845      $ 122,232      $   429,999      $   327,595
Europe                                  64,813         60,952          156,920          162,477
Russia                                   1,507         10,541         

(16,315) 17,549 Total segment operating profit $ 242,165 $ 193,725 $ 570,604 $ 507,621







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North America Segment

During the three months ended September 30, 2022, revenues for the North America
segment increased $154.5 million, or 26.0%, compared to the same period last
year and segment operating profit increased $53.6 million, or 43.9%, compared to
the same period last year. During the three months ended September 30, 2022,
revenues from our North America segment were 61.0% of total segment revenues, an
increase from 60.1% reported in the corresponding period of 2021. The North
America segment's operating profit margin increased to 23.5% during the third
quarter of 2022 from 20.6% in the third quarter of 2021. Segment operating
profit was positively impacted by a decrease in variable compensation expense as
a percentage of segment revenues and the appreciation of the U.S. dollar,
partially offset by lower utilization during the third quarter of 2022 compared
to the third quarter of 2021.

During the nine months ended September 30, 2022, revenues for the North America
segment increased $559.0 million, or 34.9%, compared to the same period last
year and segment operating profit increased $102.4 million, or 31.3%, compared
to the same period last year. During the nine months ended September 30, 2022
and 2021, revenues from our North America segment were 60.1% and 60.4% of total
segment revenues, respectively. As a percentage of North America segment
revenues, the North America segment's operating profit margin decreased to 19.9%
during the nine months ended September 30, 2022 as compared to 20.5% in the
corresponding period of 2021. Segment operating profit was negatively impacted
by increased personnel-related costs in part attributable to supplementing
delivery resources on certain projects with standby resources able to support
projects if delivery resources impacted by the invasion of Ukraine become unable
to work, lower utilization during the first nine months of 2022 compared to the
same period of 2021, and lower profit margins from acquisitions completed in the
last twelve months, partially offset by a decrease in variable compensation
expense as a percentage of segment revenues.

The following table presents North America segment revenues by industry vertical for the periods indicated:



                                        Three Months Ended                                                                   Nine Months Ended
                                           September 30,                               Change                                  September 30,                                 Change
                                      2022               2021             Dollars             Percentage                 2022                 2021              Dollars             Percentage
Industry Vertical                                                                                (in thousands, except percentages)
Software & Hi-Tech                $ 170,818          $ 146,532          $  24,286                     16.6  %       $   488,134          $   406,756          $  81,378                     20.0  %
Travel & Consumer                   131,181             98,494             32,687                     33.2  %           384,360              252,998            131,362                     51.9  %
Financial Services                  134,673            100,631             34,042                     33.8  %           381,887              253,713            128,174                     50.5  %
Business Information & Media        121,703            100,536             21,167                     21.1  %           346,675              280,120             66,555                     23.8  %
Life Sciences & Healthcare          116,878             85,534             31,344                     36.6  %           344,148              241,835            102,313                     42.3  %
Emerging Verticals                   73,130             62,135             10,995                     17.7  %           214,547              165,315             49,232                     29.8  %
    Revenues                      $ 748,383          $ 593,862          $ 154,521                     26.0  %       $ 2,159,751          $ 1,600,737          $ 559,014                     34.9  %


During the three and nine months ended September 30, 2022 compared to the same
periods in the prior year, revenues from each vertical, except Software &
Hi-Tech in the North America segment grew in excess of 20%. However, Software &
Hi-Tech remained the largest industry vertical in the North America segment,
which was a result of the continued focus on engaging with our technology
customers. Travel and Consumer grew 33.2% and 51.9% during the three and nine
months ended September 30, 2022, respectively, primarily due to growth from
retail customers. Financial Services grew 33.8% and 50.5% during the three and
nine months ended September 30, 2022, respectively, largely due to growth in a
group of wealth management customers and growth from insurance customers added
in the last 12 month. Business Information & Media grew 21.1% and 23.8% during
the three and nine months ended September 30, 2022, respectively, primarily due
to growth from existing customers in our top 20 customers. Life Sciences &
Healthcare grew 36.6% and 42.3% during the three and nine months ended
September 30, 2022, respectively, primarily due to growth from customers added
in the last 24 months.



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Europe Segment

During the three months ended September 30, 2022, Europe's segment revenues were
$470.0 million, representing an increase of $119.9 million, or 34.3%, from the
same period last year. Acquisitions completed in the last twelve months
contributed $40.5 million to revenues during the three months ended
September 30, 2022. Revenues were negatively impacted by changes in foreign
currency exchange rates during the third quarter of 2022. Had our Europe segment
revenues been expressed in constant currency terms using the exchange rates in
effect during the third quarter of 2021, we would have reported revenue growth
of 49.3%. Europe's segment revenues accounted for 38.3% and 35.4% of total
segment revenues during the three months ended September 30, 2022 and 2021,
respectively. During the third quarter of 2022, the segment's operating profit
increased 6.3% to $64.8 million compared to the third quarter of 2021. Expressed
as a percentage of revenues, Europe's segment operating profit decreased to
13.8% compared to 17.4% in the same period of the prior year. Segment operating
profit as a percentage of revenues was negatively impacted by changes in foreign
currency exchanges rates and lower utilization, partially offset by a decrease
in variable compensation expense as a percentage of segment revenues during the
third quarter of 2022 compared to the third quarter of 2021.

During the nine months ended September 30, 2022, revenues for the Europe segment
increased $435.2 million, or 46.4%, compared to the same period last year and
segment operating profit decreased $5.6 million, or 3.4%, compared to the same
period last year. During the nine months ended September 30, 2022 and 2021,
revenues from our Europe segment were 38.2% and 35.4% of total segment revenues,
respectively. Acquisitions completed in the last twelve months contributed
$149.7 million to revenues during the nine months ended September 30, 2022. As a
percentage of Europe segment revenues, the Europe segment's operating profit
decreased to 11.4% during the nine months ended September 30, 2022 from 17.3% in
the corresponding period of 2021. During the first nine months of 2022, segment
operating profit was negatively impacted by changes in foreign currency
exchanges rates, increased personnel-related costs partially attributable to
supplementing delivery resources on certain projects with standby resources able
to support projects if delivery resources impacted by the invasion of Ukraine
become unable to work, lower utilization during the first nine months of 2022
compared to the first nine months of 2021, and lower profit margins from
acquisitions completed in the last twelve months, partially offset by a decrease
in variable compensation expense as a percentage of segment revenues during the
first nine months of 2022 compared to the first nine months of 2021.

The following table presents Europe segment revenues by industry vertical for
the periods indicated:

                                       Three Months Ended                                                                  Nine Months Ended
                                          September 30,                               Change                                 September 30,                                Change
                                     2022               2021             Dollars             Percentage                 2022                2021             Dollars             Percentage
Industry Vertical                                                                              (in thousands, except percentages)
Travel & Consumer                $ 147,271          $  91,197          $  56,074                     61.5  %       $   424,140          $ 235,552          $ 188,588                     80.1  %
Financial Services                 115,372             98,711             16,661                     16.9  %           345,468            262,716             82,752                     31.5  %
Business Information & Media        87,028             71,953             15,075                     21.0  %           253,610            197,142             56,468                     28.6  %
Software & Hi-Tech                  34,513             27,103              7,410                     27.3  %           100,814             72,010             28,804                     40.0  %
Life Sciences & Healthcare          12,569             10,374              2,195                     21.2  %            37,378             36,505                873                      2.4  %
Emerging Verticals                  73,256             50,742             22,514                     44.4  %           212,513            134,808             77,705                     57.6  %
    Revenues                     $ 470,009          $ 350,080          $ 119,929                     34.3  %       $ 1,373,923          $ 938,733          $ 435,190                     46.4  %


Revenues in Travel & Consumer grew 61.5% and 80.1% during the three and nine
months ended September 30, 2022, respectively, as compared to the corresponding
periods in 2021 primarily due to increased demand from customers in the retail
and distribution industries and revenues from acquisitions completed during the
last twelve months which contributed $25.1 million and $81.0 million to revenue
growth during the three and nine months ended September 30, 2022, respectively.
During the three and nine months ended September 30, 2022, revenues in Financial
Services experienced 16.9% and 31.5% growth, respectively, primarily driven by
increased revenues from commercial and investment banking customers and revenues
from recent acquisitions which contributed $2.7 million and $17.4 million to
revenue growth during the three and nine months ended September 30, 2022,
respectively. During the three and nine months ended September 30, 2022, the
increase in revenues in Business Information & Media was largely attributable to
the expansion of services provided to one of our top 5 customers. For the three
and nine months ended September 30, 2022, the increase in revenues in the
Software & Hi-Tech vertical was attributable to the expansion of services
provided to one of our top 20 customers as well as growth in customers outside
of our top 100 customers. Revenues in Emerging Verticals experienced higher
growth primarily attributable to growth in existing customers in the energy,
telecommunications and automotive industries, a new customer that we added in
2022 as well as revenues from acquisitions completed during the last twelve
months which contributed $7.4 million and $28.2 million to revenue growth during
the three and nine months ended September 30, 2022, respectively.
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Russia Segment



During the three months ended September 30, 2022, revenues from our Russia
segment accounted for 0.7% of total segment revenues and decreased $36.1
million, or 80.9%, as compared to the corresponding period in the prior year.
The decrease in revenues was primarily attributable to decreased operations in
Russia as we proceed with the phased exit from Russia while discontinuing
services to customers there. During the three months ended September 30, 2022,
operating profit from the Russia segment was $1.5 million, representing a
decrease of $9.0 million, as compared to a $10.5 million operating profit in the
corresponding period last year largely driven by reduced revenues attributable
to the discontinuance of services to customers in Russia.

During the nine months ended September 30, 2022, revenues from our Russia
segment decreased $51.5 million, or 46.3%, as compared to the corresponding
period of 2021 and accounted for 1.7% of total segment revenues. During the nine
months ended September 30, 2022, operating loss from the Russia segment was
$16.3 million, representing a decrease of $33.9 million, as compared to a $17.5
million operating profit in the corresponding period last year, largely driven
by discontinuance of services to customers in Russia which led to reduced
revenues, increased bad debt expense, and expenses incurred for services
provided to customers for which revenue was not recognized as collectability was
not considered probable after announcing the discontinuance of services to
customers in Russia.

The following table presents Russia segment revenues by industry vertical for
the periods indicated:

                                      Three Months Ended                                                                Nine Months Ended
                                         September 30,                               Change                               September 30,                               Change
                                    2022               2021             Dollars             Percentage               2022               2021             Dollars             Percentage
Industry Vertical                                                                            (in thousands, except percentages)
Financial Services              $    4,741          $ 31,542          $ (26,801)                   (85.0) %       $ 38,477          $  77,251          $ (38,774)                   (50.2) %
Travel & Consumer                    1,950             7,875             (5,925)                   (75.2) %         13,539             19,572             (6,033)                   (30.8) %
Software & Hi-Tech                      59               662               (603)                   (91.1) %          1,248              1,757               (509)                   (29.0) %
Business Information & Media           167               500               (333)                   (66.6) %            786              1,323               (537)                   (40.6) %
Life Sciences & Healthcare             228               155                 73                     47.1  %            444                534                (90)                   (16.9) %
Emerging Verticals                   1,383             3,863             (2,480)                   (64.2) %          5,227             10,773             (5,546)                   (51.5) %
    Revenues                    $    8,528          $ 44,597          $ (36,069)                   (80.9) %       $ 59,721          $ 111,210          $ (51,489)                   (46.3) %


Revenues in the Russia segment are generally subject to fluctuations and are
impacted by the timing of revenue recognition associated with the execution of
contracts and the fluctuations in the foreign currency exchange rate of the
Russian ruble to the U.S. dollar. On March 4, 2022, EPAM announced that it will
discontinue services to customers located in Russia and will provide transition
support for the customers in this market. On April 7, 2022, the Company
announced that it would begin the process of a phased exit of its operations in
Russia and on September 7, 2022, the Company executed an agreement to sell
substantially all of its remaining operations in Russia to a third party. The
timing and completion of the sale is subject to customary closing conditions,
including regulatory approvals by the Russian government. As a result of these
announcements, the revenues from this segment are expected to dissipate in the
future. See Note 2 "Impact of the Invasion of Ukraine" for more information
regarding the Company's decisions to no longer serve customers in Russia and
exit our operations in Russia.

Effects of Inflation



Economies in many countries where we operate have periodically experienced high
rates of inflation. Periods of higher inflation may affect various economic
sectors in those countries and increase our cost of doing business there. We do
not believe that inflation has had a material impact on our business, results of
operations or financial condition to date. We continue to track the impact of
inflation, particularly on wages, while attempting to minimize its effects
through pricing and cost management strategies. A higher than normal rate of
inflation in the future could adversely affect our operations and financial
condition.



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Liquidity and Capital Resources

Capital Resources



Our cash generated from operations has been our primary source of liquidity to
fund operations and investments to support the growth of our business. As of
September 30, 2022, our principal sources of liquidity were cash and cash
equivalents totaling $1.488 billion, short-term investments totaling $60.2
million as well as $675.0 million of available borrowings under our revolving
credit facility. See Note 8 "Debt" of our condensed consolidated financial
statements in "Part I. Item 1. Financial Statements (Unaudited)" for information
regarding our debt.

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