You should read the following discussion and analysis of our financial condition
and results of operations together with the consolidated financial statements
and the related notes included in Item 1 "Financial Statements" in this
Quarterly Report on Form 10-Q. Some of the information contained in this
discussion and analysis or set forth elsewhere in this Quarterly Report on Form
10-Q, including information with respect to our plans and strategy for our
business, includes forward-looking statements that involve risks and
uncertainties. You should read the sections titled "Risk Factors" and "Special
Note Regarding Forward-Looking Statements" for a discussion of important factors
that could cause actual results to differ materially from the results described
in or implied by the forward-looking statements contained in the following
discussion and analysis.
OVERVIEW
Our Mission is to actively connect people to their next great opportunity.
ZipRecruiter is a two-sided marketplace for work. We generate substantially all
of our revenue from fees paid by employers to post jobs and access other
features in our marketplace. We offer our employers flat rate pricing on terms
ranging from a day to a year, or performance-based pricing, such as
cost-per-click, to align with each employer's hiring needs.
ZipRecruiter is free to use for job seekers. Job seekers come to ZipRecruiter in
search of their next opportunity. After establishing a profile, job seekers are
able to apply to jobs with a single click. Our automated recruiter curates jobs
and proactively sends alerts for new opportunities where they are a Great Match,
which is a designation assigned by ZipRecruiter's technology to indicate a high
potential fit between a job seeker and a job. As our matching technology learns
more about job seekers' preferences and attributes, our technology offers
increasingly higher quality matches.
We plan to continue to invest aggressively in our marketplace to drive growth
for the foreseeable future. We have made significant investments in our business
to expand our employer and job seeker footprints, increase their engagement, and
enhance our datasets and machine learning.
For the three months ended September 30, 2021, our revenue was $212.7 million
and we generated a net income of $22.1 million and Adjusted EBITDA of $42.5
million. For the three months ended September 30, 2020, our revenue was $102.9
million, and we generated a net income of $23.1 million and Adjusted EBITDA of
$26.7 million. For the nine months ended September 30, 2021, our revenue was
$521.0 million and we generated a net loss of $17.4 million and Adjusted EBITDA
of $60.7 million. For the nine months ended September 30, 2020, our revenue was
$303.8 million, and we generated a net income of $33.3 million and Adjusted
EBITDA of $45.9 million. Adjusted EBITDA is a financial measure not presented in
accordance with GAAP. For a definition of Adjusted EBITDA, an explanation of our
management's use of this measure and a reconciliation of net income (loss) to
Adjusted EBITDA, see the section titled "Key Operating Metrics and Non-GAAP
Financial Measures."
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KEY OPERATING METRICS AND NON-GAAP FINANCIAL MEASURES
In addition to the measures presented in our consolidated financial statements,
we use the following key operating metrics and non-GAAP financial measures to
identify trends affecting our business, formulate business plans, and make
strategic decisions:
                             March        June       September      December        March         June     September
                              31,         30,           30,            31,           31,          30,         30,
                              2020        2020         2020           2020          2021          2021       2021
Quarterly Paid Employers    98,456      76,867      89,810         89,636         114,705      169,191    169,535
Revenue per Paid Employer   $1,151      $1,140      $1,145         $1,276         $1,093       $1,081     $1,254



                               Three Months Ended            Nine Months Ended
                                 September 30,                 September 30,
                              2021           2020           2021           2020
                                      (in thousands, except percentages)
Adjusted EBITDA            $ 42,465       $ 26,653       $ 60,741       $ 45,872
Adjusted EBITDA margin           20  %          26  %          12  %          15  %


Quarterly Paid Employers
We quantify the revenue-generating customer base as the number of Paid Employers
in our marketplace. The Paid Employer metric includes all actively recruiting
employers (or entities acting on behalf of employers) on a paying subscription
plan or performance marketing campaign for at least one day in a given calendar
quarter. Paid Employers excludes employers from our third-party sites or other
indirect channels, employers who are not actively recruiting, and employers on
free-trials. This group of employers excluded from our Paid Employer count does
not contribute a significant amount of revenue.
In the quarter ended September 30, 2021, Quarterly Paid Employers remained
relatively flat when compared to the quarter ended June 30, 2021. The elevated
levels of hiring activity we saw in the quarter ended June 30, 2021 continued,
driven by the strong demand from U.S. employers and a robust economy. The
longstanding investments in building our brand among employers and in-period
sales and marketing efforts contributed to a record number of Paid Employers
participating in our marketplace during the third quarter of 2021.
Revenue per Paid Employer
We evaluate Revenue per Paid Employer as a key indicator of our efforts to
increase value provided to employers in our marketplace. We define Revenue per
Paid Employer as total company revenue in a given period divided by Quarterly
Paid Employers in the same period.
In the quarter ended September 30, 2021, Revenue per Paid Employer increased by
16% when compared to the quarter ended June 30, 2021 despite the Quarterly Paid
Employer count remaining relatively flat in the same period. In the quarter
ended June 30, 2021, we experienced a large influx of new and reactivated Paid
Employers who only contributed revenue for the latter portion of such quarter.
Despite quarter to quarter volatility, we expect the longstanding trend of
growing Revenue per Paid Employer to continue.
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Adjusted EBITDA and Adjusted EBITDA Margin
We define Adjusted EBITDA as our net income (loss) before total other (income)
expense, net, income tax expense and depreciation and amortization, adjusted to
eliminate stock-based compensation expense. Adjusted EBITDA margin is calculated
by dividing Adjusted EBITDA for a period by revenue for the same period.
We believe Adjusted EBITDA and Adjusted EBITDA margin are helpful to investors,
analysts and other interested parties because they can assist in providing a
more consistent and comparable overview of our operations across our historical
financial periods. In addition, these measures are frequently used by analysts,
investors and other interested parties to evaluate and assess performance.
Adjusted EBITDA is not intended to be a substitute for any U.S. GAAP financial
measure and, as calculated, may not be comparable to other similarly titled
measures of performance of other companies in other industries or within the
same industry.
Our Adjusted EBITDA and Adjusted EBITDA margin fluctuate from quarter to quarter
depending on a variety of factors including, but not limited to, our investments
in research and development, sales and marketing, headcount and our ability to
generate revenue.
The following table presents a reconciliation of net income (loss) to Adjusted
EBITDA for each of the periods indicated:
                                        Three Months Ended            Nine Months Ended
                                          September 30,                 September 30,
                                        2021           2020          2021           2020
                                                        (in thousands)
GAAP net income (loss)(1)           $   22,060      $ 23,106      $ (17,389)     $ 33,347
Stock-based compensation                22,033         1,256         87,625         4,560
Depreciation and amortization            2,464         2,303          6,999 

7,344


Total other (income) expense, net          375          (199)           645 

102


Income tax expense (benefit)            (4,467)          187        (17,139)          519
Adjusted EBITDA                     $   42,465      $ 26,653      $  60,741      $ 45,872


____________
(1)GAAP net income (loss) includes one-time general and administrative expenses
related to financial advisory services, accounting and legal expenses, the bonus
earned by our Chief Executive Officer, and other filing costs in connection with
our Direct Listing totaling $0 and $34.0 million in the three and nine months
ended September 30, 2021, respectively.

The following tables present GAAP net income (loss) margin and Adjusted EBITDA margin for each of the periods indicated:


                                      Three Months Ended              Nine Months Ended
                                        September 30,                   September 30,
                                     2021            2020            2021            2020
                                              (in thousands, except percentages)
Revenue                          $ 212,672       $ 102,851       $ 521,004       $ 303,798
Net income (loss)                   22,060          23,106         (17,389)         33,347
GAAP net income (loss) margin           10  %           22  %           (3) %           11  %


                                       28
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                                Three Months Ended              Nine Months Ended
                                  September 30,                   September 30,
                               2021            2020            2021            2020
                                        (in thousands, except percentages)
Revenue                    $ 212,672       $ 102,851       $ 521,004       $ 303,798
Adjusted EBITDA               42,465          26,653          60,741          45,872
Adjusted EBITDA margin            20  %           26  %           12  %           15  %


Impact of COVID-19
COVID-19 has had, and continues to have, a significant impact on the U.S.
economy and hiring. The economic recovery during the first nine months of 2021
has driven a significant and broadly distributed increase in demand for labor.
In the quarter ended September 30, 2021, we delivered $212.7 million in revenue,
a 107% increase compared to the quarter ended September 30, 2020, reflecting
strong execution across product, marketing and operations, and the continuation
of an economic recovery. We saw employers in our marketplace increase by 89% in
the quarter ended September 30, 2021 versus the quarter ended September 30, 2020
as macroeconomic conditions improved and we increased our sales and marketing
investments to aid in bringing on more Paid Employers.

Components of Our Results of Operations
Revenue
We generate revenue primarily from fees paid by employers to post and distribute
jobs in our marketplace, as well as multiple sites managed by Job Distribution
Partners, which are third-party sites who have a relationship with us and
advertise from our marketplace, and includes job boards, classifieds, search
engines and social networks.
Our subscription revenue consists of time-based job posting plans, upsells which
complement or expand visibility and prominence to job posting plans, and resume
database plans.
We offer job posting plans with terms ranging from a day to a year on a flat
rate subscription basis to access our marketplace, where customers may create
and manage job postings and review incoming candidate applications. We recognize
revenue ratably over the subscription period beginning on the date the
subscription service is made available to the customer. Our nonrefundable
subscriptions are typically subject to renewal at the end of the subscription
term.
Our upsell services complement or expand visibility to job posting plans and are
typically sold on a subscription basis. Upsell services revenue is recognized
ratably over the term of the agreement beginning on the date the upsell services
are made available to the customer. Additionally, upsell services include job
posting enhancements which are applied to individual job postings to provide
customers with a temporary boost in the prominence of their job postings.
Revenue from job posting enhancements is recognized as the customer uses the
enhancements on its job postings.
Resume database plans allow our customers to search and view resumes and revenue
is recognized ratably over the subscription period.
Performance-based revenue is recognized when a candidate clicks on or applies to
a job distributed by ZipRecruiter on behalf of a customer. For performance-based
revenue, our customers pay an amount per click or per job application usually
capped at a contractual maximum per job recruitment campaign.
We may distribute jobs to candidates from sources who have job seeker or
candidate databases. When a job seeker from a candidate source clicks on or
applies to a job posting, we pay the candidate
                                       29
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source a percentage of the revenue we earn from our customer for the click or
application according to the terms of the revenue share agreement. In these
arrangements, we have the responsibility for advertising the customer's job
postings, discretion in how and where we choose to advertise the customer's job
postings, and discretion in establishing the price paid by the customer. We
recognize the fees we receive from our customers as revenue and the revenue
share due is recorded in cost of revenue in the Consolidated Statements of
Operations.
For a description of our revenue accounting policies, see the section titled
"Critical Accounting Policies and Estimates" below.
Cost of Revenue and Gross Profit
Cost of Revenue
Cost of revenue consists of third-party hosting, credit card processing fees,
personnel related costs (including salaries, bonuses, benefits, and stock-based
compensation) for customer support employees, partner revenue share amounts, job
distribution costs from performance-based revenue, and amortization of
capitalized software costs associated with our marketplace technology to provide
services for our customers. In addition, we allocate a portion of overhead
costs, such as rent, IT costs, supplies and depreciation and amortization to
cost of revenue based on headcount.
We expect cost of revenue to increase in absolute dollars in future periods due
to payment processing fees, third-party hosting fees, personnel related costs to
support additional transaction volume, and amortization expense associated with
our capitalized internal-use software and development cost. Our cost of revenue
may fluctuate in absolute dollars from period to period based on the amount and
timing of all of these items.
Gross Profit and Gross Margin
Our gross profit and gross margin may fluctuate from period to period. Such
fluctuations may be influenced by our revenue, timing and amount of investments
to expand hosting capacity, our continued investments in our support teams, and
the amortization expense associated with our capitalized internal-use software
and development cost.
Costs and Operating Expenses
Sales and Marketing
Sales and marketing expense consists of personnel related costs (including
salaries, sales commissions, bonuses, benefits, and stock-based compensation)
for our sales and marketing employees, marketing activities, and related
allocated overhead costs. Marketing activities include advertising, online lead
generation, customer and industry events, and candidate acquisition. We allocate
a portion of overhead costs, such as rent, IT costs, supplies and depreciation
and amortization to sales and marketing expense based on headcount.
We expect that sales and marketing expenses will increase on an absolute dollar
basis and may vary from period to period as a percentage of revenue for the
foreseeable future as we plan to continue to invest in sales and marketing to
attract both employers and job seekers to our marketplace and to increase our
brand awareness. We expect that these expenses will continue to be our largest
operating expense category for the foreseeable future as we continue to expand
on our sales and marketing efforts. We expect our marketing expense to continue
to grow on an annual basis, but to decline as a percentage of total revenue over
time.
Research and Development
Research and development expense consists of personnel related costs (including
salaries, bonuses, benefits, and stock-based compensation) for our research and
development employees, amortization of
                                       30
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capitalized software costs associated with the development of the databases
supporting our marketplace, and the cost of certain third-party service
providers. We allocate a portion of overhead costs, such as rent, IT costs,
supplies and depreciation and amortization to research and development expenses
based on headcount. Research and development costs, other than software
development costs qualifying for capitalization, are expensed as incurred.
We believe continued investments in research and development are important to
attain our strategic objectives, and expect research and development expense to
increase in absolute dollars. This expense may vary as a percentage of total
revenue for the foreseeable future as we continue to invest in research and
development activities related to ongoing improvements to, and maintenance of,
our marketplace, expansion of our services, as well as other research and
development programs, including the hiring of engineering, product development,
and design employees to support these efforts. We expect our research and
development expense to continue to grow, but to decline as a percentage of total
revenue over time.
General and Administrative
General and administrative expense consists of personnel related costs
(including salaries, bonuses, benefits, and stock-based compensation) for
employees in our executive, finance, human resource and administrative
departments, and fees for third-party professional services, including
consulting, legal and accounting services. General and administrative expense
also consists of non-recurring costs as part of our transition to a publicly
traded company and includes fees paid to our financial advisors in connection
with our Direct Listing. In addition, we allocate a portion of overhead costs,
such as rent, IT costs, supplies and depreciation and amortization to general
and administrative expense based on headcount.
We expect to invest in corporate infrastructure and incur additional expenses
associated with transitioning to and operating as a public company, including
expenses related to compliance and reporting obligations pursuant to the rules
and regulations of the SEC, and higher expenses for investor relations costs,
professional services, and director and officer insurance. As a result, we
expect general and administrative expense to increase in absolute dollars in
future periods, but this expense may vary as a percentage of total revenue.
Interest Expense
Interest expense consists of interest costs associated with our outstanding
borrowings, undrawn fees associated with our credit facility, payment-in-kind
interest on our convertible notes with related parties, and amortization of
issuance costs for our credit facility. Our convertible notes with related
parties converted into shares of common stock in connection with the Direct
Listing in May 2021.
Sublease Income
Sublease income consists of income earned from a noncancellable sublease
agreement for one of our office facilities. The agreement terminated in March
2021.
Other Income (Expense), Net
Other income (expense) consists primarily of gains and losses from foreign
currency exchange transactions. We have foreign currency exposure primarily
related to personnel related expenses that are denominated in currencies other
than the U.S. Dollar, principally the Canadian Dollar, British Pound and the
Israeli New Shekel.
Income Tax Expense (Benefit)
We are subject to federal and state income taxes in the United States. The
effective tax rate for the three and nine months ended September 30, 2020
differed from the U.S. federal statutory tax rate of 21% primarily due to the
valuation allowance maintained against net U.S. federal and state deferred tax
assets. As a result of our earnings in 2020 and forecasted taxable income, we
released our valuation
                                       31
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allowance against our net deferred tax assets, which resulted in an income tax
benefit for 2020. For the three and nine months ended September 30, 2021, our
effective tax rate of (25)% and 50%, respectively, differed from the U.S.
federal statutory rate of 21% primarily due to excess tax benefits relating to
the exercise of non-qualified stock options and settlement of RSUs, partially
offset by other permanent items such as our Direct Listing costs and officer
compensation limitations.
Results of Operations
The following table sets forth our consolidated results of operations for each
of the periods presented:
                                        Three Months Ended            Nine Months Ended
                                          September 30,                 September 30,
                                       2021           2020           2021           2020
                                                         (in thousands)
Revenue(1)                          $ 212,672      $ 102,851      $ 521,004      $ 303,798
Cost of revenue(2)                     22,277         12,949         59,838         39,261
Gross profit                          190,395         89,902        461,166        264,537
Operating expenses
Sales and marketing(2)                112,178         41,713        289,825        148,662
Research and development(2)            27,155         16,863         82,079         52,395

General and administrative(2)(3) 33,094 8,232 123,145

29,512


Total operating expenses              172,427         66,808        495,049 

230,569


Income (loss) from operations          17,968         23,094        (33,883)        33,968
Other income (expense)
Interest expense                         (221)          (179)          (696)          (825)
Sublease income                             -            226            151            783
Other income (expense), net              (154)           152           (100)           (60)
Total other income (expense), net        (375)           199           (645)          (102)
Income (loss) before income taxes      17,593         23,293        (34,528)        33,866
Income tax expense (benefit)           (4,467)           187        (17,139)           519
Net income (loss)                   $  22,060      $  23,106      $ (17,389)     $  33,347


____________

(1)Revenue was comprised as follows:


                                Three Months Ended            Nine Months Ended
                                  September 30,                 September 30,
                               2021           2020           2021           2020
                                                 (in thousands)
Subscription revenue        $ 172,525      $  84,839      $ 424,321      $ 254,206
Performance-based revenue      40,147         18,012         96,683         49,592
Total revenue               $ 212,672      $ 102,851      $ 521,004      $ 303,798


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(2)Includes stock-based compensation expense as follows:


                                     Three Months Ended            Nine Months Ended
                                       September 30,                 September 30,
                                     2021           2020           2021          2020
                                                     (in thousands)
Cost of revenue                  $       158      $    16      $      911      $    58
Sales and marketing                    2,999          134          15,415          559
Research and development               6,935          737          26,333        2,310
General and administrative            11,941          369          44,966        1,633

Total stock-based compensation $ 22,033 $ 1,256 $ 87,625

$ 4,560




(3)Includes one-time charges related to financial advisory services, accounting
and legal expenses, the bonus earned by our Chief Executive Officer, and other
filing costs in connection with our Direct Listing totaling $0 and $34.0 million
in the three and nine months ended September 30, 2021, respectively.

Comparison of the Three and Nine Months Ended September 30, 2021 and 2020
Revenue
                                                                                                               Nine Months Ended
                        Three Months Ended September 30,                                                         September 30,
                            2021                2020             $ Change            % Change               2021               2020             $ Change            % Change
                                                                                   (in thousands, except percentages)
Total revenue           $  212,672          $ 102,851          $ 109,821                   107  %       $ 521,004          $ 303,798          $ 217,206                    71  %


Revenue increased $109.8 million, or 107%, for the three months ended
September 30, 2021 compared to the three months ended September 30, 2020.
Subscription revenue increased by $87.7 million, or 103%, for the same periods,
which was driven by strong efforts in sales and marketing and by the recovery of
the economy as employers continued to post more job opportunities within our
marketplace. Performance-based revenue increased $22.1 million, or 123%, for the
three months ended September 30, 2021 compared to the three months ended
September 30, 2020 due to the onboarding of new customers and increased spend
from existing customers who run sophisticated recruitment marketing campaigns.
Revenue increased $217.2 million, or 71%, for the nine months ended
September 30, 2021 compared to the nine months ended September 30, 2020.
Subscription revenue increased by $170.1 million, or 67%, while
performance-based revenue increased $47.1 million, or 95%, for the same periods.
The increase is primarily due to the number of Quarterly Paid Employers who are
joining our marketplace as we ramped up our marketing spend and the
macroeconomic environment continued to improve.

Cost of Revenue and Gross Margin


                         Three Months Ended September                                                       Nine Months Ended
                                      30,                                                                     September 30,
                            2021               2020            $ Change            % Change              2021              2020            $ Change            % Change
                                                                                (in thousands, except percentages)

Cost of revenue         $  22,277           $ 12,949          $  9,328                    72  %       $ 59,838          $ 39,261          $ 20,577                    52  %
Gross margin                   90   %             87  %                                                     89  %             87  %


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Cost of revenue increased $9.3 million, or 72%, for the three months ended
September 30, 2021 compared to the three months ended September 30, 2020,
primarily due to an increase of $3.4 million in job distribution costs from
performance-based revenue, an increase of $2.5 million in credit card processing
fees and an increase of $2.1 million in partner revenue share amounts. Total
gross margin improved from 87% to 90% in the three months ended September 30,
2020 and September 30, 2021, respectively, and reflects our continued commitment
to operational efficiencies and maintaining costs proportionate to revenue
growth.
Cost of revenue increased $20.6 million, or 52%, for the nine months ended
September 30, 2021 compared to the nine months ended September 30, 2020,
primarily due to an increase of $10.5 million in job distribution costs from
performance-based revenue, an increase of $4.9 million in credit card processing
fees and an increase of $3.8 million in partner revenue share amounts. Total
gross margin improved from 87% to 89% in the nine months ended September 30,
2020 and September 30, 2021, respectively, and reflects our continued commitment
to operational efficiencies and maintaining costs proportionate to revenue
growth.
Sales and Marketing
                                                                                                                  Nine Months Ended
                            Three Months Ended September 30,                                                        September 30,
                                 2021               2020            $ Change            % Change               2021               2020             $ Change            % Change
                                                                                      (in thousands, except percentages)
Sales and marketing         $  112,178           $ 41,713          $ 70,465                   169  %       $ 289,825          $ 148,662          $ 141,163                    95  %
Percentage of revenue               53   %             41  %                                                      56  %              49  %



Sales and marketing expenses grew $70.5 million, or 169%, for the three months
ended September 30, 2021 compared to the three months ended September 30, 2020.
The increase was primarily attributable to an additional $57.2 million in
marketing and advertising versus the prior year period. Personnel related costs
for our sales and marketing employees increased by $10.3 million, largely due to
an increase in headcount. Lastly, stock-based compensation costs increased $2.9
million, primarily attributable to the ongoing stock-based compensation expense
related to the vesting of RSU awards that was not applicable in the prior-year
period.
Sales and marketing expenses grew $141.2 million, or 95%, for the nine months
ended September 30, 2021 compared to the nine months ended September 30, 2020.
The increase was primarily due to an additional $116.0 million in marketing and
advertising versus the prior year period. Stock-based compensation costs
increased $14.9 million, primarily attributable to our RSUs which vested as a
result of our board of directors' waiver of the liquidity event-based vesting
condition during the second quarter of 2021, in addition to the ongoing
stock-based compensation expense related to our RSU awards over the remaining
service period. Lastly, personnel related costs for our sales and marketing
employees increased by $10.9 million, largely due to an increase in headcount.
                                       34
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Research and Development
                               Three Months Ended September                                                       Nine Months Ended
                                            30,                                                                     September 30,
                                  2021               2020            $ Change            % Change              2021              2020            $ Change            % Change
                                                                                      (in thousands, except percentages)

Research and development      $  27,155           $ 16,863          $ 10,292                    61  %       $ 82,079          $ 52,395          $ 29,684                    57  %
Percentage of revenue                13   %             16  %                                                     16  %             17  %



Research and development expenses increased $10.3 million, or 61%, for the three
months ended September 30, 2021 compared to the three months ended September 30,
2020. The increase was primarily due to the ongoing stock-based compensation
expense of $6.2 million related to the vesting of RSU awards that was not
applicable in the prior-year period. Personnel related costs for our research
and development employees increased by $2.7 million, primarily attributable to
an increase in headcount.
Research and development expenses increased $29.7 million, or 57%, for the nine
months ended September 30, 2021 compared to the nine months ended September 30,
2020 primarily due to an increase in stock-based compensation of $23.9 million
mostly attributable to our RSUs which vested as a result of our board of
directors' waiver of the liquidity event-based vesting condition during the
second quarter of 2021, in addition to the ongoing stock-based compensation
expense related to our RSU awards over the remaining service period. Personnel
related costs for our research and development employees increased by $4.8
million, primarily attributable to an increase in headcount.
General and Administrative
                                 Three Months Ended September                                                      Nine Months Ended
                                             30,                                                                     September 30,
                                    2021               2020           $ Change            % Change               2021              2020            $ Change            % Change
                                                                                        (in thousands, except percentages)
General and administrative      $  33,094           $ 8,232          $ 24,862                   302  %       $ 123,145          $ 29,512          $ 93,633                   317  %
Percentage of revenue                  16   %             8  %                                                      24  %             10  %



General and administrative expenses increased $24.9 million, or 302%, for the
three months ended September 30, 2021 compared to the three months ended
September 30, 2020. The increase was primarily due to the ongoing stock-based
compensation expense of $7.8 million related to the vesting of RSU awards that
was not applicable in the prior-year period, also driven by $3.8 million of
stock-based compensation expense in the current period related to the
modification of RSUs and options granted to our former COO. Additionally, a
non-income tax expense of $6.8 million was recorded in the current period. We
record non-income taxes that may result from examinations by, or any anticipated
negotiated agreements with, tax authorities when a loss is probable and
reasonably estimable. Lastly, personnel related expenses for our general and
administrative employees increased by $1.9 million due to an increase in
headcount.
General and administrative expenses increased $93.6 million, or 317%, for the
nine months ended September 30, 2021 compared to the nine months ended
September 30, 2020 mostly due to an increase in stock-based compensation of
$39.5 million primarily attributable to our RSUs which vested as a result of our
board of directors' waiver of the liquidity event-based vesting condition during
the second quarter of 2021, in addition to the ongoing stock-based compensation
expense related to the vesting of RSU awards that was not applicable in the
prior-year period, and to a lesser extent, the increase also related to the
$3.8 million of stock-based compensation expense in the current period related
to the modification of
                                       35
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RSUs and options granted to our former COO. Additionally, we incurred
non-recurring fees for legal, accounting, and other costs related to the Direct
Listing in the nine months ended September 30, 2021 totaling $24.0 million, of
which $19.4 million was paid to our financial advisors. Also included in the
increase between periods is a $10.0 million bonus paid to our CEO in connection
with the Direct Listing along with an overall increase in general professional
consulting fees, directors' and officers' insurance, and general investor
marketing fees totaling $3.5 million as we incurred additional expenses as part
of the transition to becoming a public company. Furthermore, we recorded a
non-income tax expense of $6.8 million in the current period. We record
non-income taxes that may result from examinations by, or any anticipated
negotiated agreements with, tax authorities when a loss is probable and
reasonably estimable. Lastly, personnel related expenses for our general and
administrative employees increased by $2.9 million, primarily attributable to an
increase in headcount.
Other Income (Expense), Net
                                    Three Months Ended                                                             Nine Months Ended
                                       September 30,                                                                 September 30,
                                   2021             2020            $ Change            % Change                 2021                2020            $ Change            % Change
                                                                                         (in thousands, except percentages)
Other income (expense), net     $   (375)         $  199          $    (574)                 (288) %       $     (645)             $ (102)         $    (543)                  532  %



There were immaterial fluctuations in other income (expense) for the three and
nine months ended September 30, 2021 compared to the three and nine months ended
September 30, 2020.
Income Tax Expense (Benefit)
                     Three Months Ended September                                                     Nine Months Ended
                                  30,                                                                   September 30,
                         2021               2020           $ Change           % Change              2021              2020            $ Change           % Change
                                                                           (in thousands, except percentages)
Income tax expense
(benefit)           $   (4,467)           $  187          $ (4,654)                     *       $  (17,139)         $  519          $ (17,658)                     *
Effective tax rate         (25)   %            1  %                                                     50  %            2  %



______________
*Percentage not meaningful.
Income tax expense decreased $4.7 million for the three months ended
September 30, 2021 compared to the three months ended September 30, 2020. For
the three and nine months ended September 30, 2020, our tax expense primarily
related to taxes for our foreign operations as we maintained a full valuation
allowance against our federal and state deferred tax assets. We released the
valuation allowance during the fourth quarter of 2020. For the three and nine
months ended September 30, 2021, our effective tax rate of (25)% and 50%,
respectively, differed from the U.S federal statutory rate of 21% primarily due
to excess tax benefits relating to the exercise of non-qualified stock options
and settlement of RSUs, partially offset by permanent items such as our Direct
Listing costs and officer compensation limitations.
Liquidity and Capital Resources
As of September 30, 2021, we had cash totaling $204.9 million, and $244.2
million available in unused borrowing capacity under our current revolving
credit facility. We have financed our operations and capital expenditures
primarily through cash generated from operations, sales of shares of common and
preferred stock and from bank loans and convertible notes. As of September 30,
2021, we had no amounts outstanding under our revolving credit facility.
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We believe our existing cash, cash flow from operations, and amounts available
for borrowing under our bank loan agreement will be sufficient to meet our
working capital requirements for at least the next twelve months. To the extent
existing cash, cash from operations, and amounts available for borrowing are
insufficient to fund future activities, we may need to raise additional funds.
In the future, we may attempt to raise additional capital through the sale of
equity securities or through equity-linked or debt financing arrangements. If we
raise additional funds by issuing equity or equity-linked securities, the
ownership of our existing stockholders will be diluted. If we raise additional
financing by the incurrence of additional indebtedness, we may be subject to
increased fixed payment obligations and could also be subject to additional
restrictive covenants, such as limitations on our ability to incur additional
debt, and other operating restrictions that could adversely impact our ability
to conduct our business. Any future indebtedness we incur may result in terms
that could be unfavorable to equity investors. There can be no assurances that
we will be able to raise additional capital. The inability to raise capital
could adversely affect our ability to achieve our business objectives.
Prior Revolving Credit Facility
We previously entered into a loan and security agreement with a financial
institution that provided for a revolving credit facility, or the Prior
Revolving Line. Our Prior Revolving Line terminated on April 30, 2021 when we
entered into a new credit facility as described below.
Current Revolving Credit Facility
In April 2021, we entered into a Credit Agreement with the lenders named
therein, and JPMorgan Chase Bank, N.A., as administrative agent, or the Current
Revolving Line. The Current Revolving Line provides for a $250 million revolving
credit facility and has a maturity date of April 30, 2026. The amount available
under the Current Revolving Line is reduced by letters of credit outstanding,
which relates to various leased office spaces, which was $5.8 million as of
September 30, 2021.
As described in the Current Revolving Line, the credit facility bears interest
at a rate based upon our Net Leverage Ratio. Our Net Leverage Ratio is defined
as total debt less total cash and permitted investments outstanding at period
end, with a maximum total cash and permitted investments adjustment of $100
million, divided by the trailing twelve month of earnings, adjusted for items
such as non-cash expenses and other nonrecurring transactions. We are also
obligated to pay other customary fees for a credit facility of this size and
type, including a commitment fee on a quarterly basis based on amounts committed
but unused under the Current Revolving Line at a rate between 0.25% to 0.35%,
based upon our Net Leverage Ratio.
The Current Revolving Line is collateralized by security interests in
substantially all of our assets. The revolving credit facility includes
customary events of default that include, among other things, non-payment of
principal, interest or fees, inaccuracy of representations and warranties,
violation of certain covenants, cross default to certain other indebtedness,
bankruptcy and insolvency events, material judgments against us, and a change of
control. The occurrence of an event of default could result in the acceleration
of the obligations under the Current Revolving Line.
The Current Revolving Line contains customary representations, warranties,
affirmative covenants, such as financial statement reporting requirements,
negative covenants, and financial covenants, such as maintenance of certain net
leverage ratio requirements, applicable to us. The negative covenants include
restrictions that, among other things, restrict our and our subsidiaries'
ability to incur liens and indebtedness, make certain investments, declare
dividends, dispose of, transfer or sell assets, make stock repurchases and
consummate certain other matters, all subject to certain exceptions.
We have no amounts outstanding under the Current Revolving Line and are in
compliance with our debt covenants as of September 30, 2021.
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Convertible Notes with Related Parties
In June 2020, we issued subordinated secured convertible promissory notes, or
the Convertible Notes, to related parties who were then holders of our
Redeemable Convertible Preferred Stock. The Convertible Notes totaled $25
million and had a maturity date of June 22, 2023. In May 2021, the Convertible
Notes converted into shares of common stock in connection with the Direct
Listing and were no longer outstanding as of September 30, 2021.
Cash Flows
The following table summarizes our cash flows for the periods presented (in
thousands):
                                                 Nine Months Ended
                                                   September 30,
                                                2021           2020

Net cash provided by operating activities $ 89,775 $ 56,324 Net cash used in investing activities (11,163) (6,049) Net cash provided by financing activities 11,730 16,483 Net increase in cash

$  90,342      $ 66,758


Operating Activities
The primary source of operating cash inflows is cash collected from our
customers for our services. Our primary uses of cash from operating activities
are for personnel related expenditures, marketing costs and third-party costs
incurred to support our marketplace.
For the nine months ended September 30, 2021, cash provided by operating
activities was $89.8 million resulting from our net loss of $17.4 million,
adjusted by non-cash charges of $81.9 million and a net increase of $25.3
million in our operating assets and liabilities. The non-cash charges primarily
resulted from $87.6 million for stock-based compensation expense, $7.0 million
pertaining to amortization of intangible assets and depreciation, and $4.1
million pertaining to non-cash lease expense partially offset by $18.3 million
related to the change in our deferred tax assets driven by our current year
operating loss and the tax related impact of stock-based compensation. The
increase in our operating assets and liabilities was primarily driven by an
increase of $46.7 million in our accrued expenses and other liabilities and
accounts payable as we increased our marketing spend targeted at job seekers
during the nine months ended September 30, 2021, partially offset by an increase
of $23.8 million in our accounts receivable associated with an increase in
revenue due to the number of Quarterly Paid Employers who are joining our
marketplace as we ramped up our marketing spend and the macroeconomic
environment continued to improve.
For the nine months ended September 30, 2020, cash provided by operating
activities was $56.3 million resulting from our net income of $33.3 million,
adjusted by non-cash charges of $19.0 million and a net decrease of $3.9 million
in our operating assets and liabilities. The non-cash charges primarily resulted
from $7.3 million pertaining to amortization of intangible assets and
depreciation, $4.6 million for stock-based compensation expense, and $4.1
million pertaining to non-cash lease expense.
Investing Activities
For the nine months ended September 30, 2021, cash used in investing activities
was $11.2 million resulting from an increase in capital expenditures of $5.7
million primarily related to leasehold improvements for one of our operating
leases and an increase of $5.5 million related to capitalized software
development costs.
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For the nine months ended September 30, 2020, cash used in investing activities
was $6.0 million resulting from an increase in capitalized software development
costs of $5.0 million and an increase in capital expenditures of $1.0 million to
purchase property and equipment.
Financing Activities
For the nine months ended September 30, 2021, cash provided by financing
activities was $11.7 million which consisted of $15.8 million of proceeds from
the exercise of stock options partially offset by $2.8 million for the
repurchase of common stock and $1.3 million for the payment of the issuance
costs related to our Current Revolving Line.
For the nine months ended September 30, 2020, cash provided by financing
activities was $16.5 million, which primarily consisted of $25.0 million in
proceeds from our convertible notes with related parties, $10.0 million in
proceeds from our term loan, and $1.5 million of proceeds from the exercise of
stock options, partially offset by a $20.0 million repayment of our term loan.
The drawdowns on our Prior Revolving Line in the nine months ended September 30,
2020 of $16.5 million were repaid in full in the same period.
Obligations and Other Commitments
See Note 11 of the audited consolidated financial statements and related notes
included in our final prospectus filed with the SEC pursuant to Rule 424(b)
under the Securities Act of 1933, as amended, on May 26, 2021, or the
Prospectus, for our future minimum commitments related to certain software
service agreements. Through September 30, 2021, we did not have any
relationships with unconsolidated organizations or financial partnerships, such
as structured finance or special purpose entities that have been established for
the purpose of facilitating off-balance sheet arrangements or other
contractually narrow or limited purposes.

Critical Accounting Policies and Estimates
Management's discussion and analysis of financial condition and results of
operations is based upon our condensed consolidated financial statements, which
have been prepared in accordance with accounting principles generally accepted
in the United States of America. The preparation of these condensed consolidated
financial statements requires us to make estimates and assumptions that affect
the reported amounts of assets, liabilities, revenue, expenses, and related
disclosures. On an ongoing basis, we evaluate our estimates and assumptions,
including, but not limited to, those related to revenue recognition, stock-based
compensation, and income taxes. We base our estimates on historical experience
and on various other estimates and assumptions that we believe to be reasonable
under the circumstances, the results of which form the basis for making
judgments about the carrying values of assets and liabilities that are not
readily apparent from other sources. Actual results could differ from these
estimates and assumptions.
Our significant accounting policies are discussed in "Notes to Consolidated
Financial Statements - Note 2. Basis of Presentation, Principles of
Consolidation and Summary of Significant Accounting Policies" in the Prospectus.
There have been no changes to our critical accounting policies and estimates as
compared to the critical accounting policies and estimates discussed in the
Prospectus, except for the estimated fair value of our market condition RSU
grant for stock-based compensation and the fair value of employee stock purchase
rights under the ESPP as described in Note 2 to the condensed consolidated
financial statements.
JOBS Act Accounting Election
We meet the definition of an emerging growth company under the JOBS Act, which
permits us to take advantage of an extended transition period to comply with new
or revised accounting standards applicable to public companies. We have elected
to use this extended transition period until we are no
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longer an emerging growth company or until we affirmatively and irrevocably opt
out of the extended transition period. As a result, our consolidated financial
statements may not be comparable to companies that comply with new or revised
accounting pronouncements applicable to public companies.
Recent Accounting Pronouncements
See Note 2 of the notes to our unaudited condensed consolidated financial
statements included elsewhere in this Quarterly Report on Form 10-Q for more
information.
Item 3. Quantitative and Qualitative Disclosures About Market Risk
We have operations both within the United States and internationally, and we are
exposed to market risks in the ordinary course of our business. These risks
primarily include interest rate and foreign currency exchange rates.
Interest Rate Risk
We are subject to interest rate risk in connection with our Current Revolving
Line which bears a floating interest rate. We have not been exposed to, nor do
we anticipate being exposed to, material risks due to changes in interest rates.
A hypothetical 10% change in interest rates during any of the periods presented
would not have had a material impact on our condensed consolidated financial
statements.
Foreign Currency Risk
We are exposed to fluctuations in foreign exchange risk related primarily to
expenses denominated in currencies other than the U.S. Dollar, principally the
Canadian Dollar, British Pound, and Israeli New Shekel. The volatility of
exchange rates depends on many factors that we cannot forecast with reliable
accuracy. We have experienced, and will continue to experience, fluctuations in
our net income (loss) as a result of transaction gains and losses related to the
remeasurement of our asset and liability balances that are denominated in
currencies other than the U.S. Dollar. A hypothetical 10% change in foreign
currency exchange rates applicable to our business would not have had a material
impact on our condensed consolidated financial statements.
Item 4. Controls and Procedures
Evaluation of Disclosure Controls and Procedures
Our management, with the participation of our principal executive officer and
our principal financial officer, has evaluated the effectiveness of our
disclosure controls and procedures (as defined in Rules 13a-15(e) and 15d-15(e)
under the Exchange Act, as of September 30, 2021. Disclosure controls and
procedures include, without limitation, controls and procedures designed to
ensure that information required to be disclosed by a company in the reports
that it files or submits under the Exchange Act is accumulated and communicated
to the company's management, including its principal executive and principal
financial officers, or persons performing similar functions, as appropriate to
allow timely decisions regarding required disclosure. In designing and
evaluating our disclosure controls and procedures, management recognizes that
any controls and procedures, no matter how well designed and operated, can
provide only reasonable assurance of achieving their objectives, and management
necessarily applies its judgment in evaluating the cost-benefit relationship of
possible controls and procedures. Based on such evaluation, our principal
executive officer and principal financial officer have concluded that as of
September 30, 2021, our disclosure controls and procedures were effective at the
reasonable assurance level.
Changes in Internal Control Over Financial Reporting
There were no changes in our internal control over financial reporting
identified in connection with the evaluation required by Rules 13a-15(d) and
15d-15(d) of the Exchange Act during our most recent fiscal
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quarter that have materially affected, or are reasonably likely to materially affect, our internal control over financial reporting.


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