Biggest changeCost 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.
Biggest changeGross Margin Change Year Ended January 31, 2024 2023 2024 2023 2022 Amount % Amount % (dollars in thousands) Gross margin 60.4 % 61.9 % 62.7 % — (1.5 )% — (0.8 )% Gross margin decreased in fiscal year 2024, as compared to fiscal year 2023, primarily due to unfavorable product mix and higher indirect costs associated with amortization of intangible assets and assembly cost, partially offset by reversals of adverse purchase commitments recognized in prior fiscal years and sales of previously reserved inventory.
Net Cash Used in Investing Activities Fiscal year 2023 compared to fiscal year 2022: Net cash used in investing activities decreased primarily due to $307.0 million of net cash paid for the Oculii acquisition in fiscal year 2022, partially offset by approximately $290.0 million less net cash receipts from debt security investments and approximately $5.4 million additional payments for purchase of property and equipment and licenses.
Fiscal year 2023 compared to fiscal year 2022: Net cash used in investing activities decreased primarily due to $307.0 million of net cash paid for the Oculii acquisition in fiscal year 2022, partially offset by approximately $290.0 million less net cash receipts from debt security investments and approximately $5.4 million additional payments for purchase of property and equipment and licenses.
Our average selling price can vary by market and application due to market-specific supply and demand, the maturation of products launched in previous years and the launch of new products by us or our competitors. We continually monitor the cost of our solutions.
Our average selling price can vary by market and application due to market-specific supply and demand, the maturation of products launched in previous years and the launch of new products by us or our competitors. 55 We continually monitor the cost of our solutions.
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.
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. 64 Goodwill We do not amortize goodwill.
Any adjustment to the deferred tax asset valuation allowance would be recorded in the consolidated statements of operations for the periods in which the adjustment is determined to be required.
Any adjustment to the deferred tax asset valuation allowance would be recorded in the consolidated statements of operations for the periods in which the adjustment is determined to be required. 65
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.
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. 63 The sale of semiconductor products accounts for the substantial majority of our consolidated revenue.
(2) Manufacturing purchase commitments consist primarily of inventory purchase commitments with our independent contract manufacturers. (3) Capital commitment represents future construction cost and lease payments for our office building constructed in Parma, Italy. (4) Unrecognized tax benefits, including interest, represent our liabilities for uncertain tax positions as of January 31, 2023.
(2) Manufacturing purchase commitments consist primarily of inventory purchase commitments with our independent contract manufacturers. (3) Capital commitment represents future construction cost and lease payments for our office building constructed in Parma, Italy. (4) Unrecognized tax benefits, including interest, represent our liabilities for uncertain tax positions as of January 31, 2024.
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.
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, the cost and depreciation of equipment, outside services as well as allocated depreciation and facility expenses.
This category of AI technology is known as computer vision, or CV, and our CV SoCs integrate our state-of-the-art video processor technology together with our deep learning neural network processing technology, which we refer to as CVflow.
This category of AI technology is known as computer vision or edge inference AI, and our CV SoCs integrate our state-of-the-art video processor technology together with our deep learning neural network processing technology, which we refer to as CVflow.
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.
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 our design wins with our customers.
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 concentration in a limited number of markets 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.
On an ongoing basis, we evaluate our estimates and assumptions, including those related to (i) business combinations; (ii) write downs of excess and obsolete inventories; (iii) the estimated useful lives of long-lived assets; (iv) the valuation of stock-based compensation awards; (v) the realization of tax assets and estimates of tax liabilities, including reserves for uncertain tax positions.
On an ongoing basis, we evaluate our estimates and assumptions, including those related to (i) business combinations; (ii) write downs of excess and obsolete inventories; (iii) the estimated useful lives of long-lived assets; (iv) the valuation of stock-based compensation awards; (v) the realization of tax assets and estimates of tax liabilities, including reserves for uncertain tax positions and recognition or release of valuation allowance on deferred tax assets.
Under ASC 606, we estimate the total consideration to be received by using the expected value method for each contract, compute weighted average selling price for each unit shipped in cases where there is a material right due to the presence of volume-based tiered pricing, allocate the total consideration between the identified performance obligations, and recognize revenue when control of goods and services is transferred to our customers.
For a limited number of contracts that include volume-based tiered pricing, we estimate the total consideration to be received by using the expected value method for each contract, compute weighted average selling price for each unit shipped in cases where there is a material right due to the presence of volume-based tiered pricing, allocate the total consideration between the identified performance obligations, and recognize revenue when control of goods and services is transferred to our customers.
Our 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.
Our 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 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.
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.
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.
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.
Sources of Liquidity As of January 31, 2024, we had cash, cash equivalents and marketable debt securities on hand of approximately $219.9 million, compared with approximately $206.9 million of cash, cash equivalents and marketable debt securities on hand as of January 31, 2023. 61 Operating and Capital Expenditure Requirements As of January 31, 2024, we had cash, cash equivalents and marketable debt securities on hand of approximately $219.9 million.
Cost of revenue also includes indirect costs, such as inventory valuation reserves, adverse purchase commitments, allocation of facility costs, amortization of developed technology, warranty and other general overhead costs.
Cost of revenue also includes indirect costs, such as inventory valuation reserves, adverse purchase commitment reserves, facility cost allocations, amortization of developed technology and software licenses, warranty and other general overhead costs.
The increase in revenue was primarily due to continued adoption of our CV-based solutions, which have higher average selling prices, and increased non-recurring engineering (NRE) project services, 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. • We recorded an operating loss of $74.3 million in fiscal year 2023, as compared to an operating loss of $29.6 million in fiscal year 2022.
Revenue increased in fiscal year 2023, as compared to fiscal year 2022, primarily due to continued adoption of our CV-based solutions, which have higher average selling prices, and increased NRE project services, 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.
Supply chain issues impact our business as they relate to both our suppliers and our customers. With respect to our suppliers, we have in the past experienced supply constraints for certain chips from Samsung Electronics Corporation and we may in the future experience similar issues.
Uncertain market demand may be exacerbating these customers’ inventory reduction efforts. Supply chain issues can impact our business as they relate to both our suppliers and our customers. With respect to our suppliers, we have in the past experienced supply constraints for certain chips from Samsung Electronics Corporation and we may in the future experience similar issues.
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.
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. Stock Repurchase Program There were no shares repurchased in fiscal years 2024, 2023 and 2022.
The higher cash flows from operating activities were primarily attributable 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. • In the second quarter of fiscal year 2023, we resumed our investments in money market funds and debt securities after a full liquidation of our investments to finance the Oculii acquisition in fiscal year 2022.
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.
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.
Results of Operations The following table sets forth our historical operating results for the periods indicated: Year Ended January 31, 2024 2023 2022 (dollars in thousands) Revenue $ 226,474 $ 337,606 $ 331,856 Cost of revenue 89,657 128,672 123,724 Gross profit 136,817 208,934 208,132 Operating expenses: Research and development 215,052 204,946 167,337 Selling, general and administrative 76,325 78,244 70,438 Total operating expenses 291,377 283,190 237,775 Loss from operations (154,560 ) (74,256 ) (29,643 ) Other income, net 6,030 3,318 1,002 Loss before income taxes (148,530 ) (70,938 ) (28,641 ) Provision (benefit) for income taxes 20,887 (5,552 ) (2,230 ) Net loss $ (169,417 ) $ (65,386 ) $ (26,411 ) 56 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, 2024 2023 2022 Revenue 100 % 100 % 100 % Cost of revenue 40 38 37 Gross profit 60 62 63 Operating expenses: Research and development 95 61 50 Selling, general and administrative 34 23 21 Total operating expenses 129 84 71 Loss from operations (69 ) (22 ) (8 ) Other income, net 3 1 — Loss before income taxes (66 ) (21 ) (8 ) Provision (benefit) for income taxes 9 (2 ) — Net loss (75 ) % (19 ) % (8 ) % 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, automotive OEMs or Tier-1 automotive suppliers, either directly or through our distributors.
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.
We anticipate that product life cycles 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. 54 Fiscal Year 2024 Financial Highlights and Trends • We recorded revenue of $226.5 million in fiscal year 2024, a decrease of 32.9% as compared to fiscal year 2023.
A typical design win that successfully launches into the marketplace can generate a wide range of sales volumes for our solutions, depending on the end market demand for our customers’ products.
We believe that our operating results for the foreseeable future will continue to depend on sales to a relatively small number of customers. Sales Volume . A typical design win that successfully launches into the marketplace can generate a wide range of sales volumes for our solutions, depending on the end market demand for our customers’ products.
Contractual Obligations, Commitments and Contingencies The following table summarizes our outstanding contractual obligations as of January 31, 2023: Payment Due by Period as of January 31, 2023 (in thousands) Less than More than All Total 1 Year 1-3 Years 3-5 Years 5 Years Other Contractual Obligations Technology licenses (1) $ 17,953 $ 7,764 $ 10,189 $ — $ — $ — Manufacturing purchase commitments (2) 43,556 43,556 — — — — Capital commitment (3) 2,888 2,531 24 24 309 — Unrecognized tax benefits, including interest (4) 3,770 — — — — 3,770 Total $ 68,167 $ 53,851 $ 10,213 $ 24 $ 309 $ 3,770 (1) Technology license obligations represent future cash payments for noncancelable internal-use software licenses used in product design.
Contractual Obligations, Commitments and Contingencies The following table summarizes our outstanding contractual obligations as of January 31, 2024: Payment Due by Period as of January 31, 2024 (in thousands) Less than More than All Total 1 Year 1-3 Years 3-5 Years 5 Years Other Contractual Obligations Technology licenses (1) $ 17,024 $ 8,611 $ 8,413 $ — $ — $ — Manufacturing purchase commitments (2) 30,650 30,650 — — — — Capital commitment (3) 4,324 — 3,934 24 366 — Unrecognized tax benefits, including interest (4) 3,762 — — — — 3,762 Total $ 55,760 $ 39,261 $ 12,347 $ 24 $ 366 $ 3,762 (1) Technology license obligations represent future cash payments for noncancelable internal-use software licenses used in product design.
CVflow can process other sensor modalities including lidar and radar, and allows customers to differentiate their products by porting their own, or third party, neural networks and/or classical CV algorithms to our CVflow-based SoCs.
The CVflow-architecture supports a variety of CV algorithms, including object detection, classification and tracking, semantic and instance segmentation, image processing, stereo object detection, and terrain mapping. CVflow can process other sensor modalities including lidar and radar, and allows customers to differentiate their products by porting their own, or third party, neural networks and/or classical CV algorithms to our CVflow-based SoCs.
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.
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. 62 We also have lease obligations primarily for our worldwide office facilities.
Other Income, Net Change Year Ended January 31, 2023 2022 2023 2022 2021 Amount % Amount % (dollars in thousands) Other income, net $ 3,318 $ 1,002 $ 3,863 $ 2,316 231.1 % $ (2,861 ) (74.1 )% The increase in other income, net, for fiscal year 2023, as compared to fiscal year 2022, was primarily due to higher yields from our debt security investments driven by security purchases at discounts and higher interest rates.
Other Income, Net Change Year Ended January 31, 2024 2023 2024 2023 2022 Amount % Amount % (dollars in thousands) Other income, net $ 6,030 $ 3,318 $ 1,002 $ 2,712 81.7 % $ 2,316 231.1 % The increase in other income, net, in fiscal year 2024, as compared to fiscal year 2023, was primarily due to $5.7 million of additional yields and interest income from our debt security investments and cash deposits.
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.
Provision (Benefit) for Income Taxes Change Year Ended January 31, 2024 2023 2024 2023 2022 Amount % Amount % (dollars in thousands) Provision (benefit) for income taxes $ 20,887 $ (5,552 ) $ (2,230 ) $ 26,439 (476.2 )% $ (3,322 ) 149.0 % Effective tax rate (14.1)% 7.8% 7.8% — (21.9)% — — Income tax expense increased in fiscal 2024, as compared to fiscal year 2023, primarily due to a one-time charge of $22.7 million of valuation allowance against the Company’s remaining U.S. net deferred tax assets, a decrease in the proportion of profits generated in lower tax jurisdictions and a decrease in the benefit from FIN48 reserves upon the lapse of the statute of limitations, partially offset by a decrease in non-deductible stock-based compensation.
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.
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. 60 Liquidity and Capital Resources Cash Flows The following table summarizes our cash flows for the periods indicated: Year Ended January 31, 2024 2023 2022 (in thousands) Net cash provided by operating activities $ 19,024 $ 44,093 $ 38,795 Net cash provided by (used in) investing activities 7,842 (107,295 ) (119,551 ) Net cash provided by financing activities 4,506 5,698 10,525 Net increase (decrease) in cash, cash equivalents and restricted cash $ 31,372 $ (57,504 ) $ (70,231 ) Net Cash Provided by Operating Activities Fiscal year 2024 compared to fiscal year 2023: Cash provided by operating activities decreased primarily due to higher net loss adjusted for certain non-cash items, partially offset by increased working capital as a result of better management on accounts receivable and liabilities, as well as decreased inventory purchases due to lower demand from customers.
As a result, we may experience increased volatility in our sales and revenues in the near future, primarily owing to uncertainty around demand for semiconductor products, in general. In addition, recently, some customers have indicated they are reducing their inventory levels, as some component lead times contract toward normal levels. This may reduce such customers’ demand for our products.
Uncertainty in customer demand as well as the worldwide economy, in general, have increased volatility in our sales and revenues. Some customers have indicated they are reducing their inventory levels, as some component lead times contract toward normal levels, which has reduced and may continue to reduce demand for our products.
Qualitative factors include industry and market considerations, overall financial performance, and other relevant events and factors affecting the reporting unit .
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.
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.
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 may require more working capital to meet our operating and capital expenditure needs.
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.
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.
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.
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.
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.
We derived 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, which serves as our non-exclusive sales representative and fulfillment partner in Asia other than Japan, and to one ODM, Chicony Electronics Co., Ltd., or Chicony, which manufactures devices incorporating our solutions on behalf of multiple end-customers.
We may require additional capital beyond our currently anticipated amounts. Additional capital may not be available to us on reasonable terms, or at all.
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.
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.
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. 57 Research and Development Research and development expense consists primarily of personnel costs, including salaries, stock-based compensation and employee benefits.
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.
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.
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.
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.
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.
Research and development expense increased in fiscal year 2023, as compared to fiscal year 2022, primarily due to increased personnel costs, engineering-related expenses and SoC development cost.
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.
As of January 31, 2024 and 2023, the contract assets for these unbilled receivables were not material, respectively. Our contract liabilities consist of deferred revenue.
Selling, General and Administrative Change Year Ended January 31, 2023 2022 2023 2022 2021 Amount % Amount % (dollars in thousands) Selling, general and administrative $ 78,244 $ 70,438 $ 55,980 $ 7,806 11.1 % $ 14,458 25.8 % 58 Selling, general and administrative expense increased for fiscal year 2023, as compared to fiscal year 2022, primarily due to increased personnel costs, marketing, travel, and facility-related expenses as well as the amortization of acquisition-related intangible assets.
The decrease was also attributable to approximately $0.8 million lower personnel costs as a result of lower headcount. Selling, general and administrative expense increased in fiscal year 2023, as compared to fiscal year 2022, primarily due to increased personnel costs, marketing, travel, and facility-related expenses as well as the amortization of acquisition-related intangible assets.
The increased research and development expense was also attributable to approximately $5.7 million of additional SoC development cost due to process node technological changes, increased licensed intellectual property associated with the new chips, as well as the number of chips in development.
The increased research and development expense was also attributable to approximately $5.7 million of additional SoC development cost due to process node technological changes, increased licensed intellectual property associated with the new chips, as well as the number of chips in development. 59 Selling, General and Administrative Change Year Ended January 31, 2024 2023 2024 2023 2022 Amount % Amount % (dollars in thousands) Selling, general and administrative $ 76,325 $ 78,244 $ 70,438 $ (1,919 ) (2.5 )% $ 7,806 11.1 % Selling, general and administrative expense decreased in fiscal year 2024, as compared to fiscal year 2023, primarily due to approximately $1.1 million of lower traveling, sales support, professional service and facility-related expenses.
Comparison of the Fiscal Years Ended January 31, 2023, 2022 and 2021 Revenue Change Year Ended January 31, 2023 2022 2023 2022 2021 Amount % Amount % (dollars in thousands) Revenue $ 337,606 $ 331,856 $ 222,990 $ 5,750 1.7 % $ 108,866 48.8 % Revenue increased for fiscal year 2023, as compared to fiscal year 2022, primarily due to continued adoption of our CV-based solutions, which have higher average selling prices, and increased NRE project services, 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.
Comparison of the Fiscal Years Ended January 31, 2024, 2023 and 2022 Revenue 58 Change Year Ended January 31, 2024 2023 2024 2023 2022 Amount % Amount % (dollars in thousands) Revenue $ 226,474 $ 337,606 $ 331,856 $ (111,132 ) (32.9 )% $ 5,750 1.7 % Revenue decreased in fiscal year 2024, as compared to fiscal year 2023, primarily due to lower product unit shipments as a result of customer inventory level reduction efforts.
This potential dilution will only result if outstanding options vest and are exercised and restricted stock units vest and are settled.
As of January 31, 2024, we had a total of 2.7 million ordinary shares subject to outstanding stock options and unvested restricted stock units, which will dilute our existing shareholders. This potential dilution will only result if outstanding options vest and are exercised and restricted stock units vest and are settled.
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. Repurchases are funded using working capital and any repurchased shares are recorded as authorized but unissued shares.
Repurchases are funded using working capital and any repurchased shares will be recorded as authorized but unissued shares.
Subsidies received from a foreign government, as well as gains from foreign currency transactions and remeasurements also contributed to the increase.
The increase in other income, net, in fiscal year 2023, as compared to fiscal year 2022, was primarily due to higher yields from our debt security investments driven by security purchases at discounts and higher interest rates. Subsidies received from a foreign government, as well as gains from foreign currency transactions and remeasurements also contributed to the increase.
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.
Net Cash Provided by (Used in) Investing Activities Fiscal year 2024 compared to fiscal year 2023: Net cash provided by investing activities increased primarily due to approximately $63.3 million of less cash used in debt security purchases due to the timing of investment, $49.6 million of higher cash receipts from maturities and sales of our debt security investments, as well as $3.1 million less in payments for purchase of property, equipment and licenses, partially offset by a $0.7 million claim from an acquisition escrow account in fiscal year 2023 that did not recur in fiscal year 2024.
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.
The increase in operating expenses primarily related to higher chip tape-out costs from our foundries associated with the progress, complexity and number of chips in development, increased engineering-related expenses for supporting our CV-based and radar solutions, as well as increased personnel costs. • We generated cash flows from operating activities of $19.0 million in fiscal year 2024, as compared to $44.1 million in fiscal year 2023.
Revenue increased for fiscal year 2022, as compared to fiscal year 2021, primarily due to higher product unit shipments driven by higher customer inventory levels as a result of supply chain constraints across the semiconductor industry. The increased revenue was also attributable to continued adoption of our CV-based solutions which have higher average selling prices.
The decreased revenue from lower product shipments was partially offset by continued adoption of our CV-based solutions, which have higher average selling prices than non-CV solutions. • We recorded a loss from operations of $154.6 million in fiscal year 2024, as compared to a loss from operations of $74.3 million in fiscal year 2023.
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.
The increased loss from operations was primarily due to a decrease in revenue and gross profit, as well as an increase in operating expenses.