Biggest changeOur short- term and long-term capital requirements will depend on many factors, including the following: • our ability to generate cash from operations; • our ability to control our costs; • the expansion of our research and development of new technologies and products to address new markets and applications; • the magnitude and duration of COVID-19 impact; • the emergence of competing or complementary technologies or products; • the costs of filing, prosecuting, defending and enforcing any patent claims and other intellectual property rights or participating in litigation-related activities; and • our acquisition of complementary businesses, products and technologies. 60 Contractual Obligations, Commitments and Contingencies The following table summarizes our outstanding contractual obligations as of January 31, 2022: Payment Due by Period as of January 31, 2022 (in thousands) Less than More than All Total 1 Year 1-3 Years 3-5 Years 5 Years Other Contractual Obligations Technology licenses (1) 7,840 6,141 1,699 — — — Purchase obligations (2) 71,511 71,511 — — — — Unrecognized tax benefits, including interest (3) 9,313 — — — — 9,313 Total $ 88,664 $ 77,652 $ 1,699 $ — $ — $ 9,313 (1) Technology license obligations represent future cash payments for noncancelable internal-use software licenses which are used in product design.
Biggest changeOur short-term and long-term capital requirements will depend on many factors, including the following: • our ability to generate cash from operations; • our ability to control our costs; • the expansion of our research and development of new technologies and products to address new markets and applications; • the magnitude and duration of COVID-19 impact, as well as measures implemented to control the spread of the virus; • the emergence of competing or complementary technologies or products; • global economic and political conditions, including macroeconomic conditions, high inflation and trade restrictions; • the costs of filing, prosecuting, defending and enforcing any patent claims and other intellectual property rights or participating in litigation-related activities; and • our acquisition of complementary businesses, products and technologies.
While we will continue to seek to expand our end market exposure, we anticipate that sales to a limited number of end markets will continue to account for a significant percentage of our total revenue for the foreseeable future.
While we will continue to seek to expand our end market exposure, we anticipate that sales to a limited number of markets will continue to account for a significant percentage of our total revenue for the foreseeable future.
We derive a substantial portion of our revenue from sales made indirectly through one of our distributors, WT Microelectronics Co., Ltd., formerly Wintech Microelectronics Co., Ltd., or Wintech, and directly to one of our ODM customers, Chicony Electronics Co., Ltd., or Chicony.
We derive a substantial portion of our revenue from sales made indirectly through one of our distributors, WT Microelectronics Co., Ltd., formerly Wintech Microelectronics Co., Ltd., or WT, and directly to one of our ODM customers, Chicony Electronics Co., Ltd., or Chicony.
Net Cash Provided by Financing Activities Fiscal year 2022 compared to fiscal year 2021: Net cash provided by financing activities increased primarily due to $1.0 million of cash used for repurchasing our ordinary shares under the stock repurchase program in fiscal year 2021 that did not recur in fiscal year 2022, partially offset by $1.1 million of less cash received from option exercises and employee stock purchases.
Fiscal year 2022 compared to fiscal year 2021: Net cash provided by financing activities increased primarily due to $1.0 million of cash used for repurchasing our ordinary shares under the stock repurchase program in fiscal year 2021 that did not recur in fiscal year 2022, partially offset by $1.1 million of less cash received from option exercises and employee stock purchases.
We believe that the accounting policies discussed below are critical to understanding our historical and future performance, as these policies relate to the more significant areas involving management’s judgment and estimates: 61 Business Combination In the application of purchase accounting in a business combination, we allocate the purchase price to the assets acquired and liabilities assumed based on their estimated fair values.
We believe that the accounting policies discussed below are critical to understanding our historical and future performance, as these policies relate to the more significant areas involving management’s judgment and estimates: Business Combination In the application of purchase accounting in a business combination, we allocate the purchase price to the assets acquired and liabilities assumed based on their estimated fair values.
We estimate our customers’ product life cycles based on the customer, type of product and end market. We typically commence commercial shipments from 9 to 18 months following a design win; however, in some markets, lengthier product and development cycles are possible, depending on the scope and nature of the project, such as in the automotive OEM market.
We estimate our customers’ product life cycles based on the customer, type of product and end market. We typically commence commercial shipments from 9 to 18 months following a design win; however, in some markets, lengthier product and development cycles are possible, depending on the scope and nature of the project, such as in the automotive market.
If our operational structure was to change in such a manner that would increase the amount of operating income subject to taxation in higher-tax jurisdictions, or if we were to commence operations in jurisdictions assessing relatively higher tax rates, our effective tax rate could fluctuate significantly on a quarterly basis and/or be adversely affected.
If our operational structure were to change in such a manner that would increase the amount of operating income subject to taxation in higher-tax jurisdictions, or if we were to commence operations in jurisdictions assessing relatively higher tax rates, our effective tax rate could fluctuate significantly on a quarterly basis and/or be adversely affected.
We believe that our operating results for the foreseeable future will continue to depend on sales to a relatively small number of customers. 53 Ability to Capitalize on Connectivity Trends . Mobile connected devices are ubiquitous today and play an increasingly prominent role in consumers’ lives.
We believe that our operating results for the foreseeable future will continue to depend on sales to a relatively small number of customers. Ability to Capitalize on Connectivity Trends . Mobile connected devices are ubiquitous today and play an increasingly prominent role in consumers’ lives.
In estimating future tax consequences, generally all expected future events other than enactments or changes in the tax law or rates are considered. Valuation allowances are provided when necessary to reduce deferred tax assets to the amount expected to be realized. 63 We apply authoritative guidance for the accounting for uncertainty in income taxes.
In estimating future tax consequences, generally all expected future events other than enactments or changes in the tax law or rates are considered. Valuation allowances are provided when necessary to reduce deferred tax assets to the amount expected to be realized. We apply authoritative guidance for the accounting for uncertainty in income taxes.
Our solutions enable IP security camera systems to stream video content to either cloud infrastructure or connected mobile devices, and our solutions for wearable and aerial drone cameras allow consumers to quickly stream or upload video and images to social media platforms . Sales Volume .
Our solutions enable IP security camera systems to stream video content to either cloud infrastructure or connected mobile devices, and our solutions for wearable and aerial drone cameras allow consumers to quickly stream or upload video and images to social media platforms. 54 Sales Volume .
We sell our SoC solutions to leading original design manufacturers, or ODMs, and OEMs globally, and in the automotive market, we also sell to Tier-1 suppliers. We refer to ODMs and Tier-1 automotive suppliers as our customers and OEMs as our end customers, except as otherwise indicated or as the context otherwise requires.
We sell our SoC solutions to leading original design manufacturers, or ODMs, and original equipment manufacturers, or OEMs, globally, and in the automotive market, we also sell to Tier-1 suppliers. We refer to ODMs and Tier-1 automotive suppliers as our customers and OEMs as our end customers, except as otherwise indicated or as the context otherwise requires.
In recent years, our SoC solutions have been primarily used in camera markets, such as IP security, automotive video recorder, drone and wearable cameras.
In recent years, our SoC solutions have been primarily used in IoT camera markets, such as IP security, automotive video recorder, drone and wearable cameras.
Our end market concentration may cause our financial performance to fluctuate significantly from period to period based on the success or failure of products that our SoCs are designed into as well as the overall growth or decline in the video capture markets in which we compete.
Our limited market concentration may cause our financial performance to fluctuate significantly from period to period based on the success or failure of products that our SoCs are designed into as well as the overall growth or decline in the video capture markets in which we compete.
Our SoC designs fully integrate AI, computer vision functionality, HD video processing, image processing, audio processing, and system functions onto a single chip, delivering exceptional video and image quality at high compression rates, differentiated functionality and low power consumption.
Our SoC designs fully integrate AI, computer vision functionality, high-definition, or HD, video processing, image processing, audio processing, and system functions onto a single chip, delivering exceptional video and image quality at high compression rates, differentiated functionality and low power consumption.
ITEM 7. MANAGEMENT’S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS Overview We are a leading developer of low-power system-on-a-chip, or SoC, semiconductors providing powerful artificial intelligence, or AI, processing, advanced image signal processing and high-resolution video compression.
ITEM 7. M ANAGEMENT’S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS Overview We are a leading developer of low-power system-on-a-chip, or SoC, semiconductors providing powerful artificial intelligence, or AI, processing, advanced image signal processing and high-resolution video compression.
Our ability to capitalize on these trends by supporting our end customers in the development of connected peripherals that seamlessly cooperate with other connected devices and allow consumers to distribute and share video and images with online media platforms is critica l for our success.
Our ability to capitalize on these trends by supporting our end customers in the development of connected peripherals that seamlessly cooperate with other connected devices and allow consumers to distribute and share video and images with online media platforms is critical for our success.
These CV-based technologies are allowing us to address a broader range of markets and applications requiring AI video features, including IP security cameras, a variety of automotive cameras, consumer cameras, and industrial and robotic markets and applications. We anticipate that our CV technology will also enable us to capture more content per electronic system.
These CV-based technologies are allowing us to address a broader range of markets and applications requiring AI video features, including IP security cameras, a variety of automotive cameras, consumer cameras, and industrial and robotic applications. We anticipate that our CV technology will also enable us to capture more content per electronic system and increase our average selling price.
We also elect not to disclose the value of unsatisfied or partially unsatisfied performance obligations due to an original expected contract duration of one year or less and elect to exclude amounts collected from customers for all sales taxes from the transaction price . Inventory Valuation We record inventories at the lower of cost or net realizable value.
We also elect not to disclose the value of unsatisfied or partially unsatisfied performance obligations for contracts with original expected contract duration of one year or less, and elect to exclude amounts collected from customers for all sales taxes from the transaction price. Inventory Valuation We record inventories at the lower of cost or net realizable value.
We also enter into fixed-price engineering service agreements with certain customers. These agreements may include multiple performance obligations, such as software development services, licensing of intellectual property and post-contract customer support, or PCS. These multiple performance obligations are highly interdependent, highly interrelated, are typically not sold separately and do not have standalone selling prices.
We also enter into various project service agreements with certain customers. These agreements may include multiple performance obligations, such as software development services, licensing of intellectual property and post-contract customer support, or PCS. These multiple performance obligations are highly interdependent, highly interrelated, are typically not sold separately and do not have standalone selling prices.
As a result, we believe that our future revenue growth, if any, will significantly depend upon our ability to expand within camera markets with our AI and computer vision technology, particularly in the professional IP security and home security and monitoring camera markets, as well as emerging markets such as AI-enabled security cameras, AI-based driving applications, including driver monitoring systems, advanced blind spot detection, object detection, and deep learning algorithms for HD mapping solutions, OEM automotive advanced driver assistance systems, or ADAS, applications, and industrial and robotics markets.
As a result, we believe that our future revenue growth, if any, will significantly depend upon our ability to expand within camera markets with our AI and computer vision technology, particularly in the Internet of Things, or IoT, markets, as well as emerging markets such as AI-enabled security cameras, AI-based driving applications, including driver monitoring systems, advanced blind spot detection, object detection, and deep learning algorithms for HD mapping solutions, automotive advanced driver assistance systems, or ADAS, applications, and industrial and robotics markets.
In the last several years, our development efforts have focused on creating advanced AI technology that enables edge devices to visually perceive the environment and make decisions based on the data collected from cameras and, most recently, other types of sensors.
Our recent development efforts have focused on creating advanced AI technology that enables edge devices to visually perceive the environment and make decisions based on the data collected from cameras and, most recently, other types of sensors.
All research and development costs are expensed as incurred. We expect our research and development expense to increase in absolute dollars as we continue to enhance and expand our product features and offerings and increase headcount for new SoC development and development of computer vision technology, especially for the OEM automotive market.
All research and development costs are expensed as incurred. We expect our research and development expense to increase in absolute dollars as we continue to enhance and expand our product features and offerings and increase headcount for new SoC development and development of computer vision technology.
The expense also includes costs of development incurred in connection with our collaborations with our foundry vendors, costs of licensing intellectual property from third parties for product development, costs of development for software and hardware tools, costs of fabrication of mask sets for prototype products, equipment expenses, outside services and allocated depreciation and facility expenses, net of any research and development grants.
The expense also includes costs of development incurred in connection with our collaborations with our foundry vendors, costs and amortization of licensing intellectual property from third parties for product development, costs of development for software and hardware tools, costs of fabrication of mask sets for prototype products, equipment expenses, outside services as well as allocated depreciation and facility expenses.
In fiscal year 2022, personnel costs increased by approximately $11.7 million as a result of issuance of stock awards, employee benefit programs and an increase in headcount. The increase was also attributable to approximately $3.8 million of acquisition-related costs associated with the acquistion of Oculii in fiscal year 2022.
In fiscal year 2022, personnel costs increased by approximately $11.7 million as a result of issuance of stock awards, employee benefit programs and an increase in headcount. The increase was also attributable to approximately $0.4 million of amortization of acquisition-related intangible assets and $3.4 million of acquisition-related costs associated with the acquisition of Oculii in fiscal year 2022.
We expect that AI and computer vision functionality will become an increasingly important requirement in many of our current and future markets, including IP security, automotive, industrial and robotics, and certain consumer markets.
We expect that AI and computer vision functionality will become an increasingly important requirement in many of our current and future markets, including IoT, automotive, industrial and robotics markets.
They are all inputs to generate one combined output which is incorporating our SoC into the customer’s product. Accordingly, we determine that they are not separately identifiable and shall be treated as a single performance obligation. Customers usually pay based on milestones achieved.
They are all inputs to generate one combined output which is incorporating our SoC into the customer’s product. Accordingly, we determine that they are not separately identifiable and shall be treated as a single performance obligation.
Moreover, achieving design wins, particularly for computer vision-centric applications in the IP security, automotive, industrial and robotics markets, is vital to our ability to generate revenue growth. As such, we closely monitor design wins by customer and end market.
Moreover, achieving design wins, particularly for computer vision-centric applications in the IoT, automotive, industrial and robotics markets, is vital to our ability to generate revenue growth. As such, we closely monitor design wins by our customers.
Stock-Based Compensation We measure stock-based compensation for equity awards granted to employees and directors based on the estimated fair value on the grant date, and recognize that compensation as expense using the straight-line attribution method for service condition awards or using the graded-vesting attribution method for awards with performance conditions over the requisite service period, which is typically the vesting period of each award.
No goodwill impairment has been identified to date based on our qualitative factors assessment. 63 Stock-Based Compensation We measure stock-based compensation for equity awards granted to employees and directors based on the estimated fair value on the grant date, and recognize that compensation as expense using the straight-line attribution method for service condition awards or using the graded-vesting attribution method for awards with performance conditions over the requisite service period, which is typically the vesting period of each award.
We anticipate that product development and product life cycles will typically be longer than 24 months in the OEM automotive, Tier-1 automotive suppliers and robotics markets, as new product introductions typically occur less frequently in these markets.
An IoT product typically has a product life cycle of 6 to 24 months. We anticipate that product development and product life cycles will typically be longer than 24 months in the OEM automotive, Tier-1 automotive suppliers and robotics markets, as new product introductions typically occur less frequently in these markets.
Revenue recognition is evaluated through the following five steps: (i) identification of the contract, or contracts, with a customer; (ii) identification of the performance obligations in the contract; (iii) determination of the transaction price; (iv) allocation of the transaction price to the performance obligations in the contract; and (v) recognition of revenue when or as a performance obligation is satisfied.
Revenue recognition is evaluated through the following five steps: (i) identification of the contract, or contracts, with a customer; (ii) identification of the performance obligations in the contract; (iii) determination of the transaction price; (iv) allocation of the transaction price to the performance obligations in the contract; and (v) recognition of revenue when or as a performance obligation is satisfied. 62 The sale of semiconductor products accounts for the substantial majority of our consolidated revenue.
We anticipate that product lifecycles will typically be longer than 24 months in the OEM automotive and industrial and robotics markets, as new product introductions occur less frequently in these markets. 51 Fiscal Year 2022 Financial Highlights and Trends • We recorded revenue of $331.9 million in fiscal year 2022, an increase of 48.8% as compared to fiscal year 2021.
We anticipate that product lifecycles will typically be longer than 24 months in the OEM automotive and industrial and robotics markets, as new product introductions occur less frequently in these markets. 52 Fiscal Year 2023 Financial Highlights and Trends • We recorded revenue of $337.6 million in fiscal year 2023, an increase of 1.7% as compared to fiscal year 2022.
Although we expect these camera markets, in particular the IP security and automotive video recorder markets, to continue to generate revenue for the foreseeable future, we have recently introduced new SoCs targeting emerging AI and computer vision applications in the IP security camera, OEM automotive, industrial and robotics markets.
Although we expect these human viewing camera markets to continue to generate revenue for the foreseeable future, we have recently introduced new SoCs targeting emerging AI and computer vision applications in the IoT, automotive, industrial and robotics markets.
Our development efforts are focused on SoCs that provide both human viewing and computer vision functionality.
Our development efforts are focused on SoCs that provide human viewing, computer vision and radar detection functionalities.
Cost of Revenue and Gross Margin Cost of revenue includes the cost of materials, such as wafers processed by third-party foundries, costs associated with packaging, assembly and testing, and our manufacturing support operations, such as logistics, planning and quality assurance.
Cost of Revenue and Gross Margin Cost of revenue includes the cost of materials, such as wafers processed by third-party foundries, costs associated with packaging, assembly, testing and manufacturing support operations, such as logistics, planning and quality assurance, as well as personnel costs (including stock-based compensation) related to project service agreements.
Our contract assets are primarily related to satisfied but unbilled performance obligations associated with engineering service agreements at the reporting date. As of January 31, 2022 and 2021 , the contract assets for these unbilled receivables were not material, respectively. Our contract liabilities consist of deferred revenue.
As of January 31, 2023 and 2022, the contract assets for these unbilled receivables were not material, respectively. Our contract liabilities consist of deferred revenue. The deferred revenue is primarily related to the nonrecurring engineering charges that are either invoiced or paid but performance obligations are not satisfied associated with project service agreements.
Results of Operations The following table sets forth our historical operating results for the periods indicated: Year Ended January 31, 2022 2021 2020 (dollars in thousands) Revenue $ 331,856 $ 222,990 $ 228,732 Cost of revenue 123,724 87,417 96,023 Gross profit 208,132 135,573 132,709 Operating expenses: Research and development 167,337 140,759 129,724 Selling, general and administrative 70,438 55,980 52,634 Total operating expenses 237,775 196,739 182,358 Loss from operations (29,643 ) (61,166 ) (49,649 ) Other income, net 1,002 3,863 8,021 Loss before income taxes (28,641 ) (57,303 ) (41,628 ) Provision (benefit) for income taxes (2,230 ) 2,483 3,164 Net loss $ (26,411 ) $ (59,786 ) $ (44,792 ) 54 The following table sets forth our historical operating results as a percentage of revenue of each line item for the periods indicated: Year Ended January 31, 2022 2021 2020 Revenue 100 % 100 % 100 % Cost of revenue 37 39 42 Gross profit 63 61 58 Operating expenses: Research and development 50 63 57 Selling, general and administrative 21 25 23 Total operating expenses 71 88 80 Loss from operations (8 ) (27 ) (22 ) Other income, net — 2 4 Loss before income taxes (8 ) (25 ) (18 ) Provision (benefit) for income taxes — 2 2 Net loss (8 ) % (27 ) % (20 ) % Revenue We derive substantially all of our revenue from the sale of HD and Ultra HD video and image processing SoC solutions to IP security camera OEMs, IP security camera ODMs, OEM automotive or Tier-1 automotive suppliers, and consumer camera OEMs, either directly or through our distributors.
Results of Operations The following table sets forth our historical operating results for the periods indicated: Year Ended January 31, 2023 2022 2021 (dollars in thousands) Revenue $ 337,606 $ 331,856 $ 222,990 Cost of revenue 128,672 123,724 87,417 Gross profit 208,934 208,132 135,573 Operating expenses: Research and development 204,946 167,337 140,759 Selling, general and administrative 78,244 70,438 55,980 Total operating expenses 283,190 237,775 196,739 Loss from operations (74,256 ) (29,643 ) (61,166 ) Other income, net 3,318 1,002 3,863 Loss before income taxes (70,938 ) (28,641 ) (57,303 ) Provision (benefit) for income taxes (5,552 ) (2,230 ) 2,483 Net loss $ (65,386 ) $ (26,411 ) $ (59,786 ) The following table sets forth our historical operating results as a percentage of revenue of each line item for the periods indicated: Year Ended January 31, 2023 2022 2021 Revenue 100 % 100 % 100 % Cost of revenue 38 37 39 Gross profit 62 63 61 Operating expenses: Research and development 61 50 63 Selling, general and administrative 23 21 25 Total operating expenses 84 71 88 Loss from operations (22 ) (8 ) (27 ) Other income, net 1 — 2 Loss before income taxes (21 ) (8 ) (25 ) Provision (benefit) for income taxes (2 ) — 2 Net loss (19 ) % (8 ) % (27 ) % 55 Revenue We derive substantially all of our revenue from the sale of HD and Ultra HD video and image processing SoC solutions to IoT OEMs, IoT ODMs, OEM or Tier-1 automotive suppliers, either directly or through our distributors.
Volume production may begin within 9 to 18 months after a design win, depending on the complexity of our customer’s product and other factors upon which we may have little or no influence. In general, design cycles will be longer in the OEM automotive and industrial and robotics markets than in the IP security and consumer device markets.
Volume production may begin within 9 to 18 months after a design win, but could be longer in certain markets, depending on the complexity of our customer’s product and other factors upon which we may have little or no influence.
In determining the transaction price, we account for the right of returns, cash rebates, commissions and other pricing adjustments as variable consideration, estimate these amounts based on the expected amount to be provided to customers and reduce the revenue recognized. We estimate sales returns and rebates based on our historical patterns of return and pricing credits.
Product sales contracts may include volume-based tiered pricing or rebates that are fulfilled in cash or product. In determining the transaction price, we account for the right of returns, cash rebates, commissions and other pricing adjustments as variable consideration, estimate these amounts based on the expected amount to be provided to customers and reduce the revenue recognized.
Net Cash Used in Investing Activities Fiscal year 2022 compared to fiscal year 2021: Net cash used in investing activities increased primarily due to $307.0 million of net cash paid for the Oculii acquisition, $4.7 million of net cash payments for long-lived assets, partially offset by $223.5 million of net cash receipts from the liquidation of all of our debt investments to finance the Oculii acquisition in fiscal year 2022. 59 Fiscal year 2021 compared to fiscal year 2020: Net cash used in investing activities increased primarily due to $25.9 million lower cash receipts from the sale and maturity of debt securities and additional payments of approximately $3.0 million in fiscal year 2021 for intangible assets purchase, which was partially offset by approximately $6.2 million lower investments in debt securities.
Fiscal year 2022 compared to fiscal year 2021: Net cash used in investing activities increased primarily due to $307.0 million of net cash paid for the Oculii acquisition, $4.7 million of net cash payments for long-lived assets, partially offset by $223.5 million of net cash receipts from the liquidation of all of our debt investments to finance the Oculii acquisition in fiscal year 2022.
The increased cash flows from operating activities were primarily due to decreased net loss, partially offset by increased inventory purchases associated with longer supply chain lead times, increased accounts receivable associated with the timing of sales and decreased liabilities associated with the timing of payments to our suppliers. • On November 5, 2021, we completed the acquisition of Oculii Corp.
Fiscal year 2022 compared to fiscal year 2021: Cash provided by operating activities increased primarily due to decreased net loss, partially offset by increased inventory purchases associated with longer supply chain lead times, increased accounts receivable associated with the timing of sales and decreased liabilities associated with the timing of payments to our suppliers.
The sale of semiconductor products accounts for the substantial majority of our consolidated revenue. Sales agreements with customers are renewable periodically and contain terms and conditions with respect to payment, delivery, warranty, supply and other rights. We consider an accepted customer purchase order, governed by sales agreement, to be the contract with the customer.
Sales agreements with customers are renewable periodically and contain terms and conditions with respect to payment, delivery, warranty, supply and other rights. We consider an accepted customer purchase order, governed by sales agreement, to be the contract with the customer. For each contract, we consider the promise to transfer tangible products to be the identified performance obligation.
We have recently introduced solutions to address emerging applications and markets, such as the incorporation of AI and computer vision functionalities for AI-enabled security cameras, AI-based driving applications and industrial and robotics markets.
We believe, however, that continued expansion into new markets is required to facilitate revenue growth and customer diversification. We have recently introduced solutions to address emerging applications and markets, such as the incorporation of AI and computer vision functionalities for AI-enabled security cameras, AI-based driving applications and industrial and robotics markets.
Cost of revenue also includes indirect costs, such as warranty, inventory valuation reserves, amortization of developed technology and other general overhead costs. We expect that our gross margin may fluctuate from period to period as a result of changes in customer mix, average selling price, product mix and the introduction of new products by us or our competitors.
We expect that our gross margin may fluctuate from period to period as a result of changes in customer mix, average selling price, product mix and the introduction of new products by us or our competitors.
Once inventory is written down, a new accounting cost basis is established and, accordingly, any associated reserve is not released until the inventory is sold or scrapped. There were no material inventory losses recognized for the fiscal years ended January 31, 2022, 2021 and 2020, respectively. Goodwill We do not amortize goodwill.
Once inventory is written down, a new accounting cost basis is established and, accordingly, any associated reserve is not released until the inventory is sold or scrapped. Goodwill We do not amortize goodwill.
Customer concentration shift from the China region to Asia region other than China and to the North America region in the professional IP security camera market also contributed to an improvement in gross margin in fiscal year 2022.
Gross margin increased in fiscal year 2022, as compared to fiscal year 2021, primarily due to a favorable product mix. A customer concentration shift from China to the Asia region other than China and to North America also contributed to an improvement in gross margin in fiscal year 2022.
In fiscal year 2022, personnel costs increased by approximately $23.7 million as a result of issuance of stock awards, employee benefit programs and an increase in headcount. Our engineering headcount increased to 671 at January 31, 2022, including 44 engineering headcount added from our acquisition of Oculii, compared to 582 at January 31, 2021.
Research and development expense increased for fiscal year 2022, as compared to fiscal year 2021, primarily due to increased personnel costs and engineering related costs. In fiscal year 2022, personnel costs increased by approximately $23.7 million as a result of issuance of stock awards, employee benefit programs and an increase in headcount.
Provision (Benefit) for Income Taxes Change Year Ended January 31, 2022 2021 2022 2021 2020 Amount % Amount % (dollars in thousands) Provision (benefit) for income taxes $ (2,230 ) $ 2,483 $ 3,164 $ (4,713 ) (189.8 )% $ (681 ) (21.5 )% Effective tax rate 7.8% (4)% (8)% — 11.8% — 4% Income tax benefit increased in fiscal 2022, as compared to fiscal year 2021, primarily due to a decrease in the proportion of profits generated in higher tax jurisdictions, an increase in the U.S. federal research tax credit as well as an increase in tax benefits from excess stock-based compensation deductions.
Provision (Benefit) for Income Taxes Change Year Ended January 31, 2023 2022 2023 2022 2021 Amount % Amount % (dollars in thousands) Provision (benefit) for income taxes $ (5,552 ) $ (2,230 ) $ 2,483 $ (3,322 ) 149.0 % $ (4,713 ) (189.8 )% Effective tax rate 7.8% 7.8% (4)% — — — 11.8% Income tax benefit increased in fiscal 2023, as compared to fiscal year 2022, primarily due to a decrease in the proportion of profits generated in higher tax jurisdictions and the release of prior FIN48 reserves upon the lapse of the statute of limitations, partially offset by an increase in non-deductible stock-based compensation.
Other Income, Net Change Year Ended January 31, 2022 2021 2022 2021 2020 Amount % Amount % (dollars in thousands) Other income, net $ 1,002 $ 3,863 $ 8,021 $ (2,861 ) (74.1 )% $ (4,158 ) (51.8 )% 58 The decrease in other income, net, for fiscal year 2022, as compared to fiscal year 2021, was primarily due to lower yields from our debt security investments as a result of full liquidation of the investments in fiscal year 2022 to finance the acquisition of Oculii.
The decrease in other income, net, for fiscal year 2022, as compared to fiscal year 2021, was primarily due to lower yields from our debt security investments as a result of full liquidation of the investments in fiscal year 2022 to finance the acquisition of Oculii.
As a result, the composition and timing of our revenue may differ meaningfully during periods of technology or consumer preference changes. We expect shifts in consumer use of video capture to continue to change over time, as AI and computer vision specialized use cases emerge and video capture continues to proliferate.
We expect shifts in consumer use of video capture to continue to change over time, as AI and computer vision specialized use cases emerge and video capture continues to proliferate.
Engineering related costs, including equipment expense, outside service and facility related expenses in support of new SoCs and related software, increased by approximately $7.5 million. The increase was partially offset by decreased SoC development costs due to the timing and number of chips in development. In fiscal year 2022, SoC development costs decreased by approximately $4.4 million.
The increase was partially offset by decreased SoC development costs due to the timing and number of chips in development. In fiscal year 2022, SoC development costs decreased by approximately $4.4 million.
Selling, General and Administrative Change Year Ended January 31, 2022 2021 2022 2021 2020 Amount % Amount % (dollars in thousands) Selling, general and administrative $ 70,438 $ 55,980 $ 52,634 $ 14,458 25.8 % $ 3,346 6.4 % Selling, general and administrative expense increased for fiscal year 2022, as compared to fiscal year 2021, primarily due to increased personnel costs and professional services in support of the Oculii acquisition and business development in the IP security, automotive and robotics markets.
Selling, general and administrative expense increased for fiscal year 2022, as compared to fiscal year 2021, primarily due to increased personnel costs and professional services in support of the Oculii acquisition and business development in the IP security, automotive and robotics markets.
On March 16, 2020, we repurchased a total of 25,719 of our ordinary shares for approximately $1.0 million in cash. On May 29, 2020, the Board approved an extension of the repurchase program through June 30, 2021. On May 25, 2021, the Board extended the repurchase program through June 30, 2022.
Stock Repurchase Program On March 16, 2020, we repurchased a total of 25,719 of our ordinary shares for approximately $1.0 million in cash under an authorized repurchase program up to $50.0 million. Our Board of Directors has approved extensions of the repurchase program through June 30, 2023. There were no shares repurchased in fiscal years 2023 and 2022.
Qualitative factors include industry and market considerations, overall financial performance, and other relevant events and factors affecting the reporting unit . No goodwill impairment has been identified to date based on our qualitative factors assessment.
Qualitative factors include industry and market considerations, overall financial performance, and other relevant events and factors affecting the reporting unit .
We expect our selling, general and administrative expense to increase in absolute dollars as we continue to maintain the infrastructure and expand the size of our sales and marketing organization to support our business strategy of addressing new opportunities with our computer vision technology.
We expect our selling, general and administrative expense to increase in absolute dollars as we continue to maintain the infrastructure and expand the size of our sales and marketing organization to support our business strategy of addressing new opportunities with our computer vision technology. 56 Other Income, Net Other income, net, consists primarily of interest income and realized gains and losses from our cash deposits and debt security investments, subsidies granted by a foreign government as well as gains and losses from foreign currency transactions and remeasurements.
As we rely on third-party manufacturers for the manufacture of our products, we maintain a close relationship with these suppliers to continually monitor production yields, component costs and design efficiencies. Shifting Consumer Preferences. Our revenue is also subject to consumer preferences, regarding form factor and functionality, and how those preferences impact the video and image capture electronics that we support.
As we rely on third-party manufacturers for the manufacture of our products, we maintain a close relationship with these suppliers to continually monitor production yields, component costs and design efficiencies. Continued Concentration of Revenue by End Market .
Historically, our revenue has been significantly concentrated in a small number of end markets and we developed technologies to provide solutions for new markets as they emerged, such as the sports camera, IP security, aerial drone and automotive video recorder camera markets.
Historically, our revenue has been significantly concentrated in a small number of end markets and we developed technologies to provide solutions for new markets as they emerged. Since fiscal year 2018, the IoT markets and automotive markets have been our largest end markets and sales into these markets collectively generated the majority of our revenue.
Liquidity and Capital Resources Cash Flows The following table summarizes our cash flows for the periods indicated: Year Ended January 31, 2022 2021 2020 (in thousands) Net cash provided by operating activities $ 38,795 $ 30,800 $ 39,414 Net cash used in investing activities (119,551 ) (31,324 ) (8,576 ) Net cash provided by financing activities 10,525 10,396 6,516 Net increase (decrease) in cash, cash equivalents and restricted cash $ (70,231 ) $ 9,872 $ 37,354 Net Cash Provided by Operating Activities Fiscal year 2022 compared to fiscal year 2021: Cash provided by operating activities increased primarily due to decreased net loss, partially offset by increased inventory purchases associated with longer supply chain lead times, increased accounts receivable associated with the timing of sales and decreased liabilities associated with the timing of payments to our suppliers.
Income tax benefit increased in fiscal 2022, as compared to fiscal year 2021, primarily due to a decrease in the proportion of profits generated in higher tax jurisdictions, an increase in the U.S. federal research tax credit, as well as an increase in tax benefits from excess stock-based compensation deductions. 59 Liquidity and Capital Resources Cash Flows The following table summarizes our cash flows for the periods indicated: Year Ended January 31, 2023 2022 2021 (in thousands) Net cash provided by operating activities $ 44,093 $ 38,795 $ 30,800 Net cash used in investing activities (107,295 ) (119,551 ) (31,324 ) Net cash provided by financing activities 5,698 10,525 10,396 Net increase (decrease) in cash, cash equivalents and restricted cash $ (57,504 ) $ (70,231 ) $ 9,872 Net Cash Provided by Operating Activities Fiscal year 2023 compared to fiscal year 2022: Cash provided by operating activities increased primarily due to higher collections of accounts receivable associated with the timing of sales and lower inventory purchases due to customer inventory level reductions as a result of improved supply chain lead times across the semiconductor industry, partially offset by increased net loss adjusted for certain non-cash items and decreased liabilities associated with employee benefit payments and the timing of payments to our suppliers.
Fiscal year 2021 compared to fiscal year 2020: Net cash provided by financing activities increased primarily due to approximately $4.5 million of additional cash proceeds from option exercises and employee stock purchase withholding and $0.4 million lower payments for intangible assets.
Net Cash Provided by Financing Activities Fiscal year 2023 compared to fiscal year 2022: Net cash provided by financing activities decreased primarily due to approximately $4.7 million less cash proceeds from option exercises and employee stock purchase withholdings.
Once our solutions have been incorporated into a customer’s design, they are likely to be used for the life cycle of the customer’s product. Conversely, a design loss to a competitor will likely preclude any opportunity for future revenue from such customer’s product.
Conversely, a design loss to a competitor will likely preclude any opportunity for future revenue from such customer’s product.
A portable consumer device typically has a product life cycle of 6 to 18 months, while an IP security camera typically has a product life cycle of 12 to 24 months.
An IoT product typically has a life cycle of 6 to 24 months.
Additionally, the transaction price allocated to unsatisfied, or partially unsatisfied, purchase orders for contracts that are greater than a year was not material as of January 31, 2022 and 2021 , respectively.
The deferred revenue is expected to be recognized over the period when performance obligations are satisfied. Additionally, the value of unsatisfied, or partially unsatisfied, performance obligations for contracts that are greater than a year was not material as of January 31, 2023 and 2022, respectively.
If our available cash balances are insufficient to satisfy our future liquidity requirements, we may seek to sell equity or convertible debt securities or borrow funds commercially. The sale of equity and convertible debt securities may result in dilution to our shareholders, and those securities may have rights senior to those of our ordinary shares.
As we expand our operations, we may require more working capital. If our available cash balances are insufficient to satisfy our future liquidity requirements, we may seek to sell equity or convertible debt securities or borrow funds commercially.
As our standard payment terms are 30 days to 60 days, the contracts have no financing component.
We estimate sales returns and rebates based on our historical patterns of return and pricing credits. As our standard payment terms are 30 days to 60 days, the contracts have no financing component.
The decrease was also attributable to net loss from foreign currency transactions and remeasurements due to fluctuations in exchange rates. The decrease in other income, net, for fiscal year 2021, as compared to fiscal year 2020, was primarily due to lower interest and other income from our deposits and debt security investments.
The decrease was also attributable to net loss from foreign currency transactions and remeasurements due to fluctuations in exchange rates.
If we raise additional funds through the issuance of convertible debt securities or borrowing funds commercially, we may become subject to covenants that would restrict our operations. We may require additional capital beyond our currently anticipated amounts. Additional capital may not be available to us on reasonable terms, or at all.
We may require additional capital beyond our currently anticipated amounts. Additional capital may not be available to us on reasonable terms, or at all.
Repurchases are funded using working capital and any repurchased shares are recorded as authorized but unissued shares. Sources of Liquidity As of January 31, 2022, we had cash on hand of approximately $171.0 million, compared with approximately $440.7 million of cash, cash equivalents and marketable debt securities on hand as of January 31, 2021.
Sources of Liquidity As of January 31, 2023, we had cash, cash equivalents and marketable debt securities on hand of approximately $206.9 million, compared with approximately $171.0 million of cash on hand as of January 31, 2022. 60 Operating and Capital Expenditure Requirements As of January 31, 2023, we had cash, cash equivalents and marketable debt securities on hand of approximately $206.9 million.
These declines may be paired with improvements in manufacturing yields and lower wafer, packaging and test costs, which offset some of the margin reduction that could result from lower selling prices. 55 Research and Development Research and development expense consists primarily of personnel costs, including salaries, stock-based compensation and employee benefits.
As semiconductor products mature and unit volumes sold to customers increase, their average selling prices typically decline. These declines may be paired with improvements in manufacturing yields and lower wafer, packaging and test costs, which offset some of the margin reduction that could result from lower selling prices.
Stock Options and Restricted Stock Units Grants of stock-based awards are key components of the compensation packages we provide to attract and retain employees and to align their interests with the interests of shareholders. We recognize that these stock-based awards will dilute existing shareholders and have sought to limit the number of shares granted while providing competitive compensation packages.
We recognize that these stock-based awards will dilute existing shareholders and have sought to limit the number of shares granted while providing competitive compensation packages. As of January 31, 2023, we had a total of 3.04 million ordinary shares subject to outstanding stock options and unvested restricted stock units, which will dilute our existing shareholders.
Repurchases under the program may be made from time-to-time through open market purchases, 10b5-1 plans or privately negotiated transactions subject to market conditions, applicable legal requirements and other relevant factors. The repurchase program does not obligate us to acquire any particular amount of ordinary shares, and it may be suspended at any time at the company's discretion.
As of January 31, 2023, there was approximately $49.0 million available for repurchases through June 30, 2023. Repurchases under the program may be made from time-to-time through open market purchases, 10b5-1 plans or privately negotiated transactions subject to market conditions, applicable legal requirements and other relevant factors.
In the future, we expect our operating and capital expenditures to increase as we increase headcount, expand our business activities, and implement and enhance our information technology platforms. As we expand our operations, we may require more working capital.
We believe that our existing cash balances will be sufficient to meet our anticipated cash requirements through at least the next 12 months. In the future, we expect our operating and capital expenditures to increase as we increase headcount, expand our business activities, and implement and enhance our information technology platforms.
Gross margin increased in fiscal year 2021, as compared to fiscal year 2020, primarily due to a lower percentage of our total revenue coming from the professional IP security camera market at lower average selling prices. 57 Research and Development Change Year Ended January 31, 2022 2021 2022 2021 2020 Amount % Amount % (dollars in thousands) Research and development $ 167,337 $ 140,759 $ 129,724 $ 26,578 18.9 % $ 11,035 8.5 % Research and development expense increased for fiscal year 2022, as compared to fiscal year 2021, primarily due to increased personnel costs and engineering related costs.
Research and Development Change Year Ended January 31, 2023 2022 2023 2022 2021 Amount % Amount % (dollars in thousands) Research and development $ 204,946 $ 167,337 $ 140,759 $ 37,609 22.5 % $ 26,578 18.9 % Research and development expense increased for fiscal year 2023, as compared to fiscal year 2022, primarily due to increased personnel costs, engineering-related expenses and SoC development cost.
(2) Purchase obligations consist primarily of inventory purchase obligations with our independent contract manufacturers. (3) Unrecognized tax benefits, including interest, represent our liabilities for uncertain tax positions as of January 31, 2022. We are unable to reasonably estimate the timing of payments in individual years due to uncertainties in the timing of the effective settlement of tax positions.
We are unable to reasonably estimate the timing of payments in individual years due to uncertainties in the timing of the effective settlement of tax positions. 61 We also have lease obligations primarily for our worldwide office facilities. As of January 31, 2023, these lease obligations were total of $9.0 million, with $3.8 million due in the next 12 months.
Our solutions are typically characterized by a life cycle that begins with higher average selling prices and lower volumes, followed by broader market adoption, higher volumes and average selling prices that are lower than initial levels. The end markets into which we sell our products have seen significant changes as consumer preferences have evolved in response to new technologies.
Our CV-based solutions generally have higher selling prices than our traditional video and image processing SoC solutions that do not enable CV functionality. Our solutions are typically characterized by a life cycle that begins with higher average selling prices and lower volumes, followed by broader market adoption, higher volumes and average selling prices that are lower than initial levels.
In the event that we change our determination as to the amount of deferred tax assets that can be realized, we will adjust our valuation allowance with a corresponding impact to the provision for income taxes in the period in which such determination is made. 56 Comparison of the Fiscal Years Ended January 31, 20 2 2 , 202 1 and 20 20 Revenue Change Year Ended January 31, 2022 2021 2022 2021 2020 Amount % Amount % (dollars in thousands) Revenue $ 331,856 $ 222,990 $ 228,732 $ 108,866 48.8 % $ (5,742 ) (2.5 )% Revenue increased for fiscal year 2022, as compared to fiscal year 2021, primarily due to continued adoption of our CV-based solutions in the IP security and automotive camera markets.
In the event that we change our determination as to the amount of deferred tax assets that can be realized, we will adjust our valuation allowance with a corresponding impact to the provision for income taxes in the period in which such determination is made.
As of January 31, 2022, we had a total of 3.3 million ordinary shares subject to outstanding stock options and unvested restricted stock units, which will potentially dilute our earnings per share. This potential dilution will only result if outstanding options vest and are exercised and restricted stock units vest and are settled.
This potential dilution will only result if outstanding options vest and are exercised and restricted stock units vest and are settled.
The increased operating expenses primarily related to increased personnel costs associated with headcount growth and benefit programs, increased engineering related costs for supporting automotive markets and applications of our computer vision-based solutions as well as increased professional services associated with the business combination, partially offset by decreased chip tape-out costs due to the timing and number of chips in development. • We generated cash flows from operating activities of $38.8 million in fiscal year 2022, as compared to $30.8 million in fiscal year 2021.
The increased operating expenses were partially offset by decreased acquisition-related costs associated with the acquisition of Oculii in the prior fiscal year. • We generated cash flows from operating activities of $44.1 million in fiscal year 2023, as compared to $38.8 million in fiscal year 2022.
Cost of Revenue and Gross Margin Change Year Ended January 31, 2022 2021 2022 2021 2020 Amount % Amount % (dollars in thousands) Cost of revenue $ 123,724 $ 87,417 $ 96,023 $ 36,307 41.5 % $ (8,606 ) (9.0 )% Gross profit 208,132 135,573 132,709 72,559 53.5 % 2,864 2.2 % Gross margin 62.7 % 60.8 % 58.0 % — 1.9 % — 2.8 % Cost of revenue increased for fiscal year 2022, as compared to fiscal year 2021, primarily due to increased revenue.
Cost of Revenue and Gross Margin Change Year Ended January 31, 2023 2022 2023 2022 2021 Amount % Amount % (dollars in thousands) Cost of revenue $ 128,672 $ 123,724 $ 87,417 $ 4,948 4.0 % $ 36,307 41.5 % Gross profit 208,934 208,132 135,573 802 0.4 % 72,559 53.5 % Gross margin 61.9 % 62.7 % 60.8 % — (0.8 )% — 1.9 % 57 While per unit cost of product shipped largely remained unchanged, cost of revenue increased for fiscal year 2023, as compared to fiscal year 2022, primarily due to $3.6 million of additional inventory reserves and adverse purchase commitments recognized in fiscal year 2023 caused by lower demand from customers, as well as $2.1 million of additional amortization of acquisition-related intangible assets associated with business acquisitions, partially offset by lower product unit shipments driven by customer inventory level reductions as a result of improved supply chain lead times across the semiconductor industry.
The decreased operating loss was primarily due to increased revenue and gross profit, partially offset by increased operating expenses.
The higher operating loss was primarily due to higher operating expenses, partially offset by increased revenue and gross profit. The increased operating expenses primarily related to higher personnel costs, including stock-based compensation, as a result of the acquisition of Oculii Corporation, or Oculii, in late fiscal year 2022 and benefit programs.
Gross margin increased in fiscal year 2022, as compared to fiscal year 2021, primarily due to an increase in the percentage of our total revenue that was derived from the higher gross margin automotive markets.
Cost of revenue increased for fiscal year 2022, as compared to fiscal year 2021, primarily due to increased revenue.
The increased research and development expense was also attributable to additional stock-based compensation expense of approximately $1.2 million in fiscal year 2021, as a result of the issuance of stock to newly hired employees, our annual evergreen stock program for existing employees, and our annual bonus program.
Personnel costs increased by approximately $8.2 million as a result of higher stock-based compensation expense and an increase of more than 20 employees. The increase was also attributable to approximately $1.4 million of additional marketing, travel, and facility-related expenses to support our business development and an additional $1.4 million of amortization of acquisition-related intangible assets.