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, 2020 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, 2020. 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.
The COVID-19 global pandemic remained a significant source of disruption and
uncertainty during the third quarter of 2021. To ensure both safety and business
continuity, the vast majority of our personnel remain in productive and secure
remote working arrangements so they are able to continue to respond to the
rapidly changing needs and demands of our customers. During the third quarter of
2021, we continued to experience increased demand in our geographies, segments,
and service offerings, as detailed below under the heading "Year-to-Date 2021
Developments and Trends," but 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
for the first nine months of 2021, please see "Year-to-Date 2021 Developments
and Trends" and "Liquidity and Capital Resources" below. 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, 2020.
Year-to-Date 2021 Developments and Trends
For the first nine months of 2021, our revenues were $2,650.7 million, an
increase of 36.9% over $1,936.0 million reported for the same period of 2020. We
have built an increasingly diversified portfolio across numerous verticals,
geographies and service offerings which allowed us to continue to grow revenues
despite challenges posed by the worldwide COVID-19 pandemic. Certain clients and
certain industry verticals were adversely impacted by the worldwide COVID-19
pandemic in 2020. However, in 2021 we are experiencing strong growth across all
of our verticals with all of the verticals growing above 30% year over year,
with the exception of the Business Information & Media vertical which grew 14.2%
year over year.


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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, 2021 and 2020:
                                                     Three Months Ended                                                         Nine Months Ended
                                                        September 30,                                                             September 30,
                                           2021                                  2020                                2021                                2020
                                                                        (in thousands, except per share data and percentages)
Revenues                    $          988,539         100.0  %       $  652,243         100.0  %       $   2,650,680         100.0  %       $  1,935,985         100.0  %
Income from operations      $          144,124          14.6  %       $   96,396          14.8  %       $     376,649          14.2  %       $    267,331          13.8  %
Net income                  $          115,656          11.7  %       $  

89,432 13.7 % $ 339,373 12.8 % $ 241,621 12.5 % Effective tax rate

                    14.6   %                           14.0  %                               9.1  %                             12.6  %
Diluted earnings per share  $         1.95                            $  1.53                           $     5.75                           $    

4.14




The key highlights of our consolidated results for the three and nine months
ended September 30, 2021, as compared to the corresponding period of 2020, were
as follows:
•Revenues for the third quarter of 2021 were $988.5 million, representing a
51.6% increase from $652.2 million reported in the same period last year.
Revenue growth was strong in the third quarter of 2021 as a result of robust
demand for our services as well as a favorable comparison to the third quarter
of 2020 which was adversely impacted by the COVID-19 pandemic. The third quarter
of 2021 was positively impacted by $5.8 million or 0.9% due to changes in
certain foreign currency exchange rates as compared to the corresponding period
last year. Revenues for the first nine months of 2021 were $2,650.7 million, or
a 36.9% increase from $1,936.0 million reported in the corresponding period last
year. Revenue growth in the first nine months of 2021 was positively impacted by
$48.2 million or 2.5% due to changes in certain foreign currency exchange rates
as compared to the corresponding period last year. Revenue growth also benefited
from a favorable comparison to the first nine months of 2020 which was adversely
impacted by the COVID-19 pandemic. Growth from acquisitions contributed $32.6
million and $54.5 million to our revenues for the three and nine months ended
September 30, 2021, respectively.
•Income from operations grew 49.5% and 40.9% to $144.1 million and $376.6
million during the three and nine months ended September 30, 2021, respectively,
as compared to the corresponding periods in 2020. Expressed as a percentage of
revenues, income from operations for the third quarter of 2021 decreased to
14.6% compared to 14.8% in the third quarter last year and increased to 14.2%
for the first nine months of 2021 as compared to 13.8% for the corresponding
period in 2020. During the three and nine months ended September 30, 2021,
income from operations as a percentage of revenues was positively impacted by
reduced facility-related expenses as a percentage of revenues and negatively
impacted by higher levels of accrued variable compensation. Income from
operations as a percentage of revenues for the first nine months of 2020 was
negatively impacted by an increase in Cost of revenues as a percentage of
revenues attributable to temporary discounts provided to certain customers
experiencing challenging economic conditions due to the impact of the COVID-19
pandemic which was partially offset by a reduction in travel-related expenses
reported in Cost of revenues and a reduction in travel-related, recruitment, and
facilities expenses reported in Selling, general and administrative expenses.
•Our effective tax rate was 14.6% and 9.1% for the three and nine months ended
September 30, 2021, respectively, and 14.0% and 12.6% for the three and nine
months ended September 30, 2020, respectively. The increase in the effective tax
rate in the three months ended September 30, 2021, as compared to the
corresponding period 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, which were partially offset by a $3.4 million
one-time benefit from the recognition of certain tax credits during the three
months ended September 30, 2021. The decrease in the effective tax rate in the
nine months ended September 30, 2021, as compared to the corresponding period in
the prior year, is primarily attributable to higher excess tax benefits recorded
upon vesting or exercise of stock-based awards as a percentage of pre-tax income
as well as the one-time benefit from the recognition of certain tax credits
during the three months ended September 30, 2021.
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•Net income increased 29.3% to $115.7 million for the three months ended
September 30, 2021, compared to $89.4 million reported in the corresponding
period last year. Expressed as a percentage of revenues, net income was 11.7%
for the third quarter of 2021, a decrease of 2.0% compared to 13.7% reported in
the corresponding period of 2020. Net income grew 40.5% during the nine months
ended September 30, 2021 as compared to the corresponding period in the prior
year primarily due to the improvement in income from operations and the decrease
in our effective tax rate.
•Diluted earnings per share was $1.95 and $5.75 for the three and nine months
ended September 30, 2021, respectively, an increase of $0.42 and $1.61 compared
to the corresponding period last year.
•Cash provided by operating activities was $287.7 million during the nine months
ended September 30, 2021 as compared to cash provided by operating activities of
$385.0 million in the corresponding period last year. This decrease was largely
driven by an increase in days sales outstanding and increased income tax
payments during the first nine months of 2021 compared to the same period in
2020.
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 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, 2021, there have been no
material changes to our critical accounting policies or in the underlying
accounting assumptions and estimates used in such policies as reported in our
Annual Report on Form 10-K for the year ended December 31, 2020.


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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,
                                                     2021                                   2020                                 2021                                  2020
                                                                           

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

$   988,539                 100.0  %       $ 652,243            100.0  %       $ 2,650,680            100.0  %       $ 1,935,985            100.0  %

Operating expenses:


 Cost of revenues (exclusive of
depreciation and amortization)(1)        653,374                  66.1  %         423,388             64.9  %         1,756,430             66.3  %         1,266,730             65.4  %
 Selling, general and administrative
expenses(2)                              169,498                  17.1  %         116,530             17.9  %           457,797             17.3  %           355,829             18.4  %
 Depreciation and amortization
expense                                   21,543                   2.2  %          15,929              2.4  %            59,804              2.2  %            46,095              2.4  %
Income from operations                   144,124                  14.6  %          96,396             14.8  %           376,649             14.2  %           267,331             13.8  %
Interest and other (loss)/income,
net                                       (5,325)                 (0.5) %           1,672              0.3  %             2,629              0.1  %             5,875              0.3  %
Foreign exchange (loss)/gain              (3,441)                 (0.4) %           5,896              0.8  %            (5,835)            (0.2) %             3,253              0.2  %
Income before provision for income
taxes                                    135,358                  13.7  %         103,964             15.9  %           373,443             14.1  %           276,459             14.3  %
Provision for income taxes                19,702                   2.0  %          14,532              2.2  %            34,070              1.3  %            34,838              1.8  %
Net income                           $   115,656                  11.7  %       $  89,432             13.7  %       $   339,373             12.8  %       $   241,621             12.5  %
Effective tax rate                          14.6   %                                 14.0  %                                9.1  %                               12.6  %
Diluted earnings per share           $      1.95                                $    1.53                           $      5.75                           $      4.14




(1)Includes $12,174 and $10,854 of stock-based compensation expense for the
three months ended September 30, 2021 and 2020, respectively, and $34,552 and
$23,796 of stock-based compensation expense for the nine months ended
September 30, 2021 and 2020, respectively.
(2)Includes $17,013 and $12,620 of stock-based compensation expense for the
three months ended September 30, 2021 and 2020, respectively, and $43,086 and
$30,998 of stock-based compensation expense for the nine months ended
September 30, 2021 and 2020, respectively.


Consolidated Results Review
Revenues
During the three months ended September 30, 2021, our total revenues grew to
$988.5 million or 51.6% compared to the corresponding period in 2020. Revenues
have been positively impacted by growth from acquisitions, which contributed
5.0% to our revenue growth, and by fluctuations in foreign currency exchange
rates which increased our revenue growth by 0.9% during the three months ended
September 30, 2021 as compared to the same period last year. Revenue growth
slowed in the third quarter of 2020 as a result of deterioration in economic
conditions for our customers related to the COVID-19 pandemic.
During the nine months ended September 30, 2021, our total revenues grew 36.9%
over the corresponding period in 2020. The first nine months of 2021 were
positively impacted by growth from acquisitions, which contributed 2.8% to our
revenue growth, and by fluctuations in foreign currency exchange rates which
increased our revenue growth by $48.2 million or 2.5% due to changes in certain
foreign currency exchange rates as compared to the corresponding period last
year. Revenue growth slowed in the first nine months of 2020 as a result of
deterioration in economic conditions for our customers related to the COVID-19
pandemic.

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Revenues by customer location for the three and nine months ended September 30,
2021 and 2020 were as follows:
                                                          Three Months Ended                                                             Nine Months Ended
                                                            September 30,                                                                  September 30,
                                              2021                                  2020                                    2021                                     2020
                                                  (in thousands, except percentages)                                            (in thousands, except percentages)
North America(1)                 $  591,368              59.8  %       $ 389,976              59.8  %       $       1,589,087             60.0  %       $ 1,161,742             60.0  %
Europe                              323,807              32.8  %         214,533              32.9  %                 874,460             32.9  %           648,654             33.5  %
CIS(2)                               44,978               4.5  %          30,039               4.6  %                 112,815              4.3  %            76,977              4.0  %
APAC(3)                              28,386               2.9  %          17,695               2.7  %                  74,318              2.8  %            48,612              2.5  %
Revenues                         $  988,539             100.0  %       $ 652,243             100.0  %       $       2,650,680            100.0  %       $ 1,935,985            100.0  %




(1)North America includes revenues from customers in North and South America.
(2)CIS includes revenues from customers in Russia, Belarus, Georgia, Kazakhstan,
and Ukraine.
(3)APAC includes revenues from customers in East Asia, Southeast Asia and
Australia.
During the three and nine months ended September 30, 2021, the United States
continued to be our largest customer location, with revenues increasing 51.9% to
$564.1 million during the third quarter of 2021 from $371.4 million in the third
quarter of 2020. During the nine months ended September 30, 2021, revenues in
the United States grew 36.9% to $1,514.6 million compared to $1,106.5 million in
the same period of the prior year.
The top three revenue contributing customer location countries in Europe were
the United Kingdom, Switzerland and Netherlands, generating $126.3 million,
$66.7 million and $39.6 million in revenues, respectively, during the three
months ended September 30, 2021. Revenues from customers in these three
countries were $77.5 million, $50.4 million, and $28.8 million, respectively, in
the corresponding period last year. Revenues in the European geography were
positively impacted by strengthening of the euro and the British pound relative
to the U.S. dollar during the three months ended September 30, 2021 compared to
the same period in the previous year. During the nine months ended September 30,
2021, United Kingdom, Switzerland and Netherlands performed as Europe's top
revenue generating locations and contributed $332.5 million, $198.0 million, and
$109.3 million, respectively, compared to $251.9 million, $144.2 million, and
$82.0 million in the corresponding period of the prior year, respectively.
During the three months ended September 30, 2021, revenues in the CIS geography
included $42.7 million from customers in Russia, an increase of $14.7 million as
compared to the corresponding period of 2020. The increase in revenues was
primarily attributable to growth in the Financial Services vertical and
positively impacted by the strengthening of the Russian ruble relative to the
U.S. dollar during the three months ended September 30, 2021 compared to the
same period in the previous year. During the nine months ended September 30,
2021, customers in Russia comprised $106.1 million of the revenues in the CIS
geography, an increase of $36.7 million over the corresponding period of 2020.
During the nine months ended September 30, 2021, revenues in the CIS geography
benefited from growth in Financial Services, particularly commercial banking, as
well as the strengthening of the Russian ruble relative to the U.S. dollar
compared to the nine months ended September 30, 2020.
During the three and nine months ended September 30, 2021, revenues from
customers in the APAC region increased by $10.7 million, or 60.4% and $25.7
million or 52.9%, respectively, over the corresponding periods of 2020, mainly
due to growth in the Financial Services vertical.
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, 2021, cost of revenues (exclusive of
depreciation and amortization) was $653.4 million representing an increase of
54.3% from $423.4 million in the corresponding period of 2020. The increase was
primarily due to an increase in compensation costs largely driven by the 36.1%
growth in the average number of production professionals during the three months
ended September 30, 2021 as compared to the same period in 2020. Expressed as a
percentage of revenues, cost of revenues (exclusive of depreciation and
amortization) was 66.1% and 64.9% in the third quarter of 2021 and 2020,
respectively. The year-over-year increase is primarily due to a 1.5% increase as
a percentage of revenues in personnel-related costs including stock-based
compensation expense largely driven by a higher level of accrued variable
compensation during the third quarter of 2021 as compared to the same period in
2020.
During the nine months ended September 30, 2021, cost of revenues (exclusive of
depreciation and amortization) was $1,756.4 million representing an increase of
38.7% from $1,266.7 million in the corresponding period of 2020. The increase
was primarily due to an increase in compensation costs largely driven by the
26.4% growth in the average number of production professionals, a higher level
of accrued variable compensation during the first nine months of 2021 as
compared to the same period in 2020 and a 1.7% unfavorable impact from changing
foreign currency exchange rates. Expressed as a percentage of revenues, cost of
revenues (exclusive of depreciation and amortization) was 66.3% and 65.4% for
the nine months ended September 30, 2021 and 2020, respectively. The
year-over-year increase is primarily due to a 1.7% increase in personnel-related
costs including stock-based compensation expense as a percentage of revenues
largely driven by a higher level of accrued variable compensation during the
first nine months of 2021 as compared to the same period in 2020, partially
offset by reduced travel and entertainment expenses.
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. In addition, we pay a membership
fee of 1% of revenues generated in Belarus to the administrative organization of
the Belarus High-Technologies Park.
During the three months ended September 30, 2021, selling, general and
administrative expenses were $169.5 million representing a 45.5% increase as
compared to $116.5 million in the corresponding period of 2020. The increase in
selling, general and administrative expenses was primarily driven by a $42.5
million increase in personnel-related costs including stock-based compensation
expense. Expressed as a percentage of revenues, selling, general and
administrative expenses decreased 0.8% to 17.1% for the three months ended
September 30, 2021 as compared to the same period from the prior year, primarily
driven by reduced facility-related expenses as a percentage of revenues.
During the nine months ended September 30, 2021, selling, general and
administrative expenses were $457.8 million representing an increase of 28.7% as
compared to $355.8 million reported in the corresponding period of 2020. The
increase in selling, general and administrative expenses was primarily driven by
an $87.7 million increase in personnel-related costs including stock-based
compensation expense, partially offset by a $1.9 million decrease in facilities
and infrastructure expenses. Expressed as a percentage of revenues, selling,
general and administrative expenses decreased 1.1% to 17.3% for the nine months
ended September 30, 2021 as compared to the same period from the prior year
primarily driven by reduced facility-related expenses as a percentage of
revenues.
Depreciation and Amortization Expense
During the three and nine months ended September 30, 2021, depreciation and
amortization expense was $21.5 million and $59.8 million, respectively, as
compared to $15.9 million and $46.1 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. Expressed as a percentage of revenues, depreciation and amortization
expense decreased to 2.2% during both the three and nine months ended
September 30, 2021, as compared to 2.4% in both corresponding periods of 2020.
Interest and Other (Loss)/Income, Net
Interest and other (loss)/income, net includes interest earned on cash and cash
equivalents and employee loans, gains and losses from certain financial
instruments, interest expense related to our 2017 Credit Facility and changes in
the fair value of contingent consideration. Interest and other (loss)/income,
net decreased from a gain of $1.7 million during the three months ended
September 30, 2020 to a loss of $5.3 million during the three months ended
September 30, 2021, which is primarily attributable to a $7.0 million increase
in the charge from the change in fair value of contingent consideration
reflecting improved expectations for the performance of certain acquisitions.
There were no material changes in interest and other (loss)/income, net during
the nine months ended September 30, 2021 as compared to the same period in 2020.
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Foreign Exchange (Loss)/Gain
For discussion of the impact of foreign exchange fluctuations see "Item 3.
Quantitative and Qualitative Disclosures About Market Risk."

Provision for Income Taxes
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 annual 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.
As a company operating in many countries, we are required to calculate and
provide for income taxes in each of the jurisdictions in which we operate. Our
provision for income taxes benefited from excess tax benefits recorded upon
vesting or exercise of stock-based awards of $10.4 million and $9.2 million
during the three months ended September 30, 2021 and 2020, respectively. Our
provision for income taxes benefited from excess tax benefits recorded upon
vesting or exercise of stock-based awards of $52.8 million and $29.0 million
during the nine months ended September 30, 2021 and 2020, respectively.
Our effective tax rate was 14.6% and 9.1% for the three and nine months ended
September 30, 2021, respectively, and 14.0% and 12.6% for the three and nine
months ended September 30, 2020, respectively. The increase in the effective tax
rate in the three months ended September 30, 2021, as compared to the
corresponding period 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, which were partially offset by a $3.4 million
one-time benefit from the recognition of certain tax credits during the three
months ended September 30, 2021. The decrease in the effective tax rate in the
nine months ended September 30, 2021, as compared to the corresponding period in
the prior year, is primarily attributable to higher excess tax benefits recorded
upon vesting or exercise of stock-based awards as a percentage of pre-tax income
as well as a $3.4 million one-time benefit from the recognition of certain tax
credits during the three months ended September 30, 2021.
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
including the Belarus High-Technologies Park membership fee, 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. 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.

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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, 2021 and 2020 were as
follows:
                                       Three Months Ended              Nine Months Ended
                                         September 30,                   September 30,
                                      2021           2020            2021             2020
                                                         (in thousands)
Segment revenues:
North America                      $ 593,862      $ 391,605      $ 1,600,737      $ 1,167,536
Europe                               350,080        231,418          938,733          695,056
Russia                                44,597         29,220          111,210           73,393
Total segment revenues             $ 988,539      $ 652,243      $ 2,650,680      $ 1,935,985
Segment operating profit/(loss):
North America                      $ 122,232      $  87,272      $   327,595      $   248,951
Europe                                60,952         43,018          162,477          109,223
Russia                                10,541          2,958           17,549           (2,168)

Total segment operating profit $ 193,725 $ 133,248 $ 507,621 $ 356,006





North America Segment
During the three months ended September 30, 2021, revenues for the North America
segment increased $202.3 million, or 51.6%, compared to the same period last
year and segment operating profit increased $35.0 million, or 40.1%, compared to
the same period last year. During the three months ended September 30, 2021,
revenues from our North America segment were 60.1% of total segment revenues, an
increase from 60.0% reported in the corresponding period of 2020. The North
America segment's operating profit margin decreased to 20.6% during the third
quarter of 2021 from 22.3% in the third quarter of 2020. This decrease is
primarily attributable to increases in personnel-related costs, largely driven
by a higher level of accrued variable compensation.
During the nine months ended September 30, 2021, revenues for the North America
segment increased $433.2 million, or 37.1%, compared to the same period last
year and segment operating profit increased $78.6 million, or 31.6%, compared to
the same period last year. During the nine months ended September 30, 2021 and
2020, revenues from our North America segment were 60.4% and 60.3% of total
segment revenues, respectively. As a percentage of North America segment
revenues, the North America segment's operating profit margin decreased to 20.5%
during the nine months ended September 30, 2021 as compared to 21.3% in the
corresponding period of 2020. This decrease is primarily attributable to
increases in personnel-related costs, largely driven by a higher level of
accrued variable compensation.
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
                                      2021               2020             Dollars             Percentage                 2021                 2020              Dollars             Percentage
Industry Vertical                                                                                (in thousands, except percentages)
Software & Hi-Tech                $ 146,532          $ 100,847          $  45,685                     45.3  %       $   406,756          $   303,385          $ 103,371                     34.1  %
Business Information & Media        100,536             84,384             16,152                     19.1  %           280,120              246,085             34,035                     13.8  %
Financial Services                  100,631             48,415             52,216                    107.9  %           253,713              143,970            109,743                     76.2  %
Travel & Consumer                    98,494             54,590             43,904                     80.4  %           252,998              161,507             91,491                     56.6  %
Life Sciences & Healthcare           85,534             66,071             19,463                     29.5  %           241,835              189,458             52,377                     27.6  %
Emerging Verticals                   62,135             37,298             24,837                     66.6  %           165,315              123,131             42,184                     34.3  %
    Revenues                      $ 593,862          $ 391,605          $ 202,257                     51.6  %       $ 1,600,737          $ 1,167,536          $ 433,201                     37.1  %




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During the three and nine months ended September 30, 2021 compared to the same
period in the prior year, revenues from each vertical in the North America
segment, except Business Information & Media, grew in excess of 25%. Software &
Hi-Tech remained the largest industry vertical in the North America segment,
growing 45.3% and 34.1% during the three and nine months ended September 30,
2021, respectively, as compared to the corresponding periods from the prior
year. Financial Services grew 107.9% and 76.2% during the three and nine months
ended September 30, 2021, respectively, due to growth in a wealth management
customer that was previously one of our top 200 customers and is now one of our
top 20 customers. Business Information & Media experienced slower growth during
the three and nine months of 2021 compared to the prior year largely due to
slower relative growth at several clients where revenues from certain
engagements have plateaued. Life Sciences & Healthcare grew 29.5% and 27.6%
during the three and nine months ended September 30, 2021, respectively, in part
due to the addition of a significant new customer in 2021.
Europe Segment
During the three months ended September 30, 2021, Europe's segment revenues were
$350.1 million, representing an increase of $118.7 million, or 51.3%, from the
same period last year. Revenues were positively impacted by changes in foreign
currency exchange rates during the third quarter of 2021. Had our Europe segment
revenues been expressed in constant currency terms using the exchange rates in
effect during the third quarter of 2020, we would have reported revenue growth
of 49.9%. Europe's segment revenues accounted for 35.4% and 35.5% of total
segment revenues during the three months ended September 30, 2021 and 2020,
respectively. During the third quarter of 2021, the segment's operating profit
increased 41.7% to $61.0 million compared to the third quarter of 2020.
Expressed as a percentage of revenues, Europe's segment operating profit
decreased to 17.4% compared to 18.6% in the same period of the prior year.
Segment operating profit was negatively impacted by increased personnel related
costs, largely driven by a higher level of accrued variable compensation.
During the nine months ended September 30, 2021, revenues for the Europe segment
increased $243.7 million, or 35.1%, compared to the same period last year and
segment operating profit increased $53.3 million, or 48.8%, compared to the same
period last year. During the nine months ended September 30, 2021 and 2020,
revenues from our Europe segment were 35.4% and 35.9% of total segment revenues,
respectively. As a percentage of Europe segment revenues, the Europe segment's
operating profit increased to 17.3% during the nine months ended September 30,
2021 from 15.7% in the corresponding period of 2020. During the first nine
months of 2021, Europe's segment operating profit was positively impacted by
changes in foreign currency exchange rates, predominantly the euro and British
pound, as well as the recognition of $6.4 million in revenues from performance
obligations satisfied in previous periods, partially offset by a higher level of
accrued variable compensation. During the nine months ended September 30, 2020,
segment operating profit was negatively impacted by temporary discounts provided
to certain customers experiencing challenging economic conditions due to the
impact of the COVID-19 pandemic.
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
                                     2021               2020             Dollars             Percentage                2021               2020             Dollars             Percentage
Industry Vertical                                                                             (in thousands, except percentages)
Financial Services               $  98,711          $  68,419          $  30,292                     44.3  %       $ 262,716          $ 202,668          $  60,048                     29.6  %
Travel & Consumer                   91,197             51,449             39,748                     77.3  %         235,552            163,769             71,783                     43.8  %
Business Information & Media        71,953             55,228             16,725                     30.3  %         197,142            171,712             25,430                     14.8  %
Software & Hi-Tech                  27,103             17,492              9,611                     54.9  %          72,010             53,803             18,207                     33.8  %
Life Sciences & Healthcare          10,374              7,963              2,411                     30.3  %          36,505             22,651             13,854                     61.2  %
Emerging Verticals                  50,742             30,867             19,875                     64.4  %         134,808             80,453             54,355                     67.6  %
    Revenues                     $ 350,080          $ 231,418          $ 118,662                     51.3  %       $ 938,733          $ 695,056          $ 243,677                     35.1  %



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Financial Services remained the largest industry vertical in the Europe segment
during the three and nine months ended September 30, 2021. Revenues in Travel &
Consumer experienced higher growth during the three months ended September 30,
2021 as compared to the corresponding period in 2020 primarily due to increased
demand from customers in the retail and distribution industries. During the nine
months ended September 30, 2021, revenues in Business Information & Media
experienced slower relative growth at several clients where revenues from
certain engagements have plateaued compared to the prior year. For the three and
nine months ended September 30, 2021, the increase in revenues in the Software &
Hi-Tech vertical is largely attributable to the expansion of services provided
to one of our top 20 customers. For the nine months ended September 30, 2021,
the increase in revenues in Life Sciences & Healthcare is largely due to
expansion of services provided to a single healthcare customer. Revenues in
Emerging Verticals experienced higher growth primarily attributable to growth in
existing customers in the telecommunications, manufacturing and energy
industries during the three and nine months ended September 30, 2021.
Russia Segment
During the three months ended September 30, 2021, revenues from our Russia
segment accounted for 4.5% of total segment revenues and increased $15.4
million, or 52.6%, as compared to the corresponding period in the prior year.
The increase in revenues was primarily attributable to growth in the Financial
Services vertical and positively impacted by the strengthening of the Russian
ruble relative to the U.S. dollar. During the three months ended September 30,
2021, operating profit from the Russia segment was $10.5 million, representing
an increase of $7.6 million, as compared to a $3.0 million operating profit in
the corresponding period last year. This increase is attributable to a net
benefit in the third quarter of 2021 as compared to the corresponding period of
last year from revenues from performance obligations satisfied in previous
periods and a benefit from the change in the valuation of the Russian ruble
relative to the U.S. dollar.
During the nine months ended September 30, 2021, revenues from our Russia
segment increased $37.8 million, or 51.5%, as compared to the corresponding
period of 2020 and accounted for 4.2% of total segment revenues. During the nine
months ended September 30, 2021, operating profit of the Russia segment was
$17.5 million, representing an increase of $19.7 million, as compared to a $2.2
million operating loss in the corresponding period last year. This increase is
attributable to a net benefit in the third quarter of 2021 as compared to the
corresponding period of last year from revenues from performance obligations
satisfied in previous periods and a benefit from the change in the valuation of
the Russian ruble relative to the U.S. dollar.
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
                                    2021               2020            Dollars             Percentage                2021              2020            Dollars             Percentage
Industry Vertical                                                                           (in thousands, except percentages)
Financial Services              $   31,542          $ 19,881          $ 11,661                     58.7  %       $  77,251          $ 49,695          $ 27,556                     55.5  %
Travel & Consumer                    7,875             4,135             3,740                     90.4  %          19,572            11,698             7,874                     67.3  %
Software & Hi-Tech                     662               515               147                     28.5  %           1,757             3,000            (1,243)                   (41.4) %
Business Information & Media           500               402                98                     24.4  %           1,323             1,201               122                     10.2  %
Life Sciences & Healthcare             155               169               (14)                    (8.3) %             534               217               317                    146.1  %
Emerging Verticals                   3,863             4,118              (255)                    (6.2) %          10,773             7,582             3,191                     42.1  %
    Revenues                    $   44,597          $ 29,220          $ 15,377                     52.6  %       $ 111,210          $ 73,393          $ 37,817                     51.5  %


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 foreign currency exchange rate of the Russian ruble to the
U.S. dollar. Revenues in the Financial Services vertical primarily benefited
from increased revenues from customers in the banking sector during the three
and nine months of 2021 compared to the same periods in 2020. Revenues in the
Travel & Consumer vertical benefited during the three and nine months ended
September 30, 2021 from increased revenues from a single retailer. There have
been no significant changes in the other verticals during the three and nine
months ended September 30, 2021 as compared to the same period in 2020.
Currency fluctuations of the Russian ruble frequently impact results in the
Russia segment. Ongoing economic and geopolitical uncertainty in the region and
the volatility of the Russian ruble can significantly impact reported revenues
and profitability in this segment. We continue to monitor geopolitical forces,
economic and trade sanctions, and other issues involving this region.

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Effects of Inflation
Economies in some countries where we operate, particularly Belarus, Russia,
Uzbekistan, Kazakhstan, Ukraine and India 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.
Inflation may increase some of our expenses such as wages. It is difficult to
accurately measure the impact it has or could have on our results of operations
and financial condition.
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, 2021, our principal sources of liquidity were cash and cash
equivalents totaling $1,266.6 million as well as $275.0 million of available
borrowings under our revolving credit facility.
We have cash in banks in Belarus, Russia, Ukraine, Kazakhstan, Armenia, Georgia
and Uzbekistan, where the banking sector remains subject to periodic
instability, banking and other financial systems generally do not meet the
banking standards of more developed markets and bank deposits made by corporate
entities are not insured. As of September 30, 2021, the total amount of cash
held in these countries was $194.1 million and, of this amount, $65.3 million
was held in Belarus. Cash in this region is used for operational needs and cash
balances in those banks change with the operating needs of our entities in the
region. We regularly monitor cash held in these countries and, to the extent the
cash held exceeds amounts required to support our business operations, we
distribute the excess funds into markets with more developed banking sectors.
As of September 30, 2021, we had outstanding borrowings of $25.0 million under
the 2017 Credit Facility, and were in compliance with all covenants specified
under the 2017 Credit Facility. On October 21, 2021, we replaced the 2017 Credit
Facility with the 2021 Credit Agreement which provides for the 2021 Revolving
Facility with a borrowing capacity of $700.0 million, with potential to increase
the borrowing capacity up to $1,000.0 million if certain conditions are met. See
Note 7 "Debt" of our condensed consolidated financial statements in "Part I.
Item 1. Financial Statements (Unaudited)" for information regarding our debt.
Our ability to expand and grow our business in accordance with current plans and
to meet our long-term capital requirements will depend on many factors,
including the rate at which our cash flows increase or decrease and the
availability of public and private debt and equity financing. We may require
additional cash resources due to changed business conditions or other future
developments, including any investments or acquisitions we may decide to pursue.
If our resources are insufficient to satisfy our cash requirements, we may seek
to sell additional equity or debt securities or obtain another credit facility.
Based on currently available information and management's current expectations,
we anticipate that we have sufficient cash on hand and sufficient access to
capital to continue to fund our operations for a significant period of time.
However, COVID-19 and related measures to contain its impact have caused
material disruptions in both national and global financial markets and
economies. The future impact of COVID-19 and the COVID-19 containment measures
cannot be predicted with certainty and may increase our borrowing costs and
other costs of capital and otherwise adversely affect our business, results of
operations, financial condition and liquidity.
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