LIST OF TABLES
TABLE 01. GLOBAL BIOSIMULATION MARKET, BY PRODUCT, 2022-2032 ($MILLION)
TABLE 02. BIOSIMULATION MARKET FOR SOFTWARE, BY REGION, 2022-2032 ($MILLION)
TABLE 03. BIOSIMULATION MARKET FOR SERVICES, BY REGION, 2022-2032 ($MILLION)
TABLE 04. GLOBAL BIOSIMULATION MARKET, BY APPLICATION, 2022-2032 ($MILLION)
TABLE 05. BIOSIMULATION MARKET FOR DRUG DEVELOPMENT, BY REGION, 2022-2032 ($MILLION)
TABLE 06. BIOSIMULATION MARKET FOR DRUG DISCOVERY, BY REGION, 2022-2032 ($MILLION)
TABLE 07. BIOSIMULATION MARKET FOR OTHERS, BY REGION, 2022-2032 ($MILLION)
TABLE 08. GLOBAL BIOSIMULATION MARKET, BY DELIVERY MODEL, 2022-2032 ($MILLION)
TABLE 09. BIOSIMULATION MARKET FOR SUBSCRIPTION MODEL, BY REGION, 2022-2032 ($MILLION)
TABLE 10. BIOSIMULATION MARKET FOR OWNERSHIP MODEL, BY REGION, 2022-2032 ($MILLION)
TABLE 11. GLOBAL BIOSIMULATION MARKET, BY END USER, 2022-2032 ($MILLION)
TABLE 12. BIOSIMULATION MARKET FOR PHARMACEUTICAL AND BIOTECHNOLOGY COMPANIES, BY REGION, 2022-2032 ($MILLION)
TABLE 13. BIOSIMULATION MARKET FOR CONTRACT RESEARCH ORGANIZATION (CROS), BY REGION, 2022-2032 ($MILLION)
TABLE 14. BIOSIMULATION MARKET FOR ACADEMIC AND RESEARCH INSTITUTES, BY REGION, 2022-2032 ($MILLION)
TABLE 15. BIOSIMULATION MARKET, BY REGION, 2022-2032 ($MILLION)
TABLE 16. NORTH AMERICA BIOSIMULATION MARKET, BY PRODUCT, 2022-2032 ($MILLION)
TABLE 17. NORTH AMERICA BIOSIMULATION MARKET, BY APPLICATION, 2022-2032 ($MILLION)
TABLE 18. NORTH AMERICA BIOSIMULATION MARKET, BY DELIVERY MODEL, 2022-2032 ($MILLION)
TABLE 19. NORTH AMERICA BIOSIMULATION MARKET, BY END USER, 2022-2032 ($MILLION)
TABLE 20. NORTH AMERICA BIOSIMULATION MARKET, BY COUNTRY, 2022-2032 ($MILLION)
TABLE 21. U.S. BIOSIMULATION MARKET, BY PRODUCT, 2022-2032 ($MILLION)
TABLE 22. U.S. BIOSIMULATION MARKET, BY APPLICATION, 2022-2032 ($MILLION)
TABLE 23. U.S. BIOSIMULATION MARKET, BY DELIVERY MODEL, 2022-2032 ($MILLION)
TABLE 24. U.S. BIOSIMULATION MARKET, BY END USER, 2022-2032 ($MILLION)
TABLE 25. CANADA BIOSIMULATION MARKET, BY PRODUCT, 2022-2032 ($MILLION)
TABLE 26. CANADA BIOSIMULATION MARKET, BY APPLICATION, 2022-2032 ($MILLION)
TABLE 27. CANADA BIOSIMULATION MARKET, BY DELIVERY MODEL, 2022-2032 ($MILLION)
TABLE 28. CANADA BIOSIMULATION MARKET, BY END USER, 2022-2032 ($MILLION)
TABLE 29. MEXICO BIOSIMULATION MARKET, BY PRODUCT, 2022-2032 ($MILLION)
TABLE 30. MEXICO BIOSIMULATION MARKET, BY APPLICATION, 2022-2032 ($MILLION)
TABLE 31. MEXICO BIOSIMULATION MARKET, BY DELIVERY MODEL, 2022-2032 ($MILLION)
TABLE 32. MEXICO BIOSIMULATION MARKET, BY END USER, 2022-2032 ($MILLION)
TABLE 33. EUROPE BIOSIMULATION MARKET, BY PRODUCT, 2022-2032 ($MILLION)
TABLE 34. EUROPE BIOSIMULATION MARKET, BY APPLICATION, 2022-2032 ($MILLION)
TABLE 35. EUROPE BIOSIMULATION MARKET, BY DELIVERY MODEL, 2022-2032 ($MILLION)
TABLE 36. EUROPE BIOSIMULATION MARKET, BY END USER, 2022-2032 ($MILLION)
TABLE 37. EUROPE BIOSIMULATION MARKET, BY COUNTRY, 2022-2032 ($MILLION)
TABLE 38. GERMANY BIOSIMULATION MARKET, BY PRODUCT, 2022-2032 ($MILLION)
TABLE 39. GERMANY BIOSIMULATION MARKET, BY APPLICATION, 2022-2032 ($MILLION)
TABLE 40. GERMANY BIOSIMULATION MARKET, BY DELIVERY MODEL, 2022-2032 ($MILLION)
TABLE 41. GERMANY BIOSIMULATION MARKET, BY END USER, 2022-2032 ($MILLION)
TABLE 42. FRANCE BIOSIMULATION MARKET, BY PRODUCT, 2022-2032 ($MILLION)
TABLE 43. FRANCE BIOSIMULATION MARKET, BY APPLICATION, 2022-2032 ($MILLION)
TABLE 44. FRANCE BIOSIMULATION MARKET, BY DELIVERY MODEL, 2022-2032 ($MILLION)
TABLE 45. FRANCE BIOSIMULATION MARKET, BY END USER, 2022-2032 ($MILLION)
TABLE 46. UK BIOSIMULATION MARKET, BY PRODUCT, 2022-2032 ($MILLION)
TABLE 47. UK BIOSIMULATION MARKET, BY APPLICATION, 2022-2032 ($MILLION)
TABLE 48. UK BIOSIMULATION MARKET, BY DELIVERY MODEL, 2022-2032 ($MILLION)
TABLE 49. UK BIOSIMULATION MARKET, BY END USER, 2022-2032 ($MILLION)
TABLE 50. ITALY BIOSIMULATION MARKET, BY PRODUCT, 2022-2032 ($MILLION)
TABLE 51. ITALY BIOSIMULATION MARKET, BY APPLICATION, 2022-2032 ($MILLION)
TABLE 52. ITALY BIOSIMULATION MARKET, BY DELIVERY MODEL, 2022-2032 ($MILLION)
TABLE 53. ITALY BIOSIMULATION MARKET, BY END USER, 2022-2032 ($MILLION)
TABLE 54. SPAIN BIOSIMULATION MARKET, BY PRODUCT, 2022-2032 ($MILLION)
TABLE 55. SPAIN BIOSIMULATION MARKET, BY APPLICATION, 2022-2032 ($MILLION)
TABLE 56. SPAIN BIOSIMULATION MARKET, BY DELIVERY MODEL, 2022-2032 ($MILLION)
TABLE 57. SPAIN BIOSIMULATION MARKET, BY END USER, 2022-2032 ($MILLION)
TABLE 58. REST OF EUROPE BIOSIMULATION MARKET, BY PRODUCT, 2022-2032 ($MILLION)
TABLE 59. REST OF EUROPE BIOSIMULATION MARKET, BY APPLICATION, 2022-2032 ($MILLION)
TABLE 60. REST OF EUROPE BIOSIMULATION MARKET, BY DELIVERY MODEL, 2022-2032 ($MILLION)
TABLE 61. REST OF EUROPE BIOSIMULATION MARKET, BY END USER, 2022-2032 ($MILLION)
TABLE 62. ASIA-PACIFIC BIOSIMULATION MARKET, BY PRODUCT, 2022-2032 ($MILLION)
TABLE 63. ASIA-PACIFIC BIOSIMULATION MARKET, BY APPLICATION, 2022-2032 ($MILLION)
TABLE 64. ASIA-PACIFIC BIOSIMULATION MARKET, BY DELIVERY MODEL, 2022-2032 ($MILLION)
TABLE 65. ASIA-PACIFIC BIOSIMULATION MARKET, BY END USER, 2022-2032 ($MILLION)
TABLE 66. ASIA-PACIFIC BIOSIMULATION MARKET, BY COUNTRY, 2022-2032 ($MILLION)
TABLE 67. JAPAN BIOSIMULATION MARKET, BY PRODUCT, 2022-2032 ($MILLION)
TABLE 68. JAPAN BIOSIMULATION MARKET, BY APPLICATION, 2022-2032 ($MILLION)
TABLE 69. JAPAN BIOSIMULATION MARKET, BY DELIVERY MODEL, 2022-2032 ($MILLION)
TABLE 70. JAPAN BIOSIMULATION MARKET, BY END USER, 2022-2032 ($MILLION)
TABLE 71. CHINA BIOSIMULATION MARKET, BY PRODUCT, 2022-2032 ($MILLION)
TABLE 72. CHINA BIOSIMULATION MARKET, BY APPLICATION, 2022-2032 ($MILLION)
TABLE 73. CHINA BIOSIMULATION MARKET, BY DELIVERY MODEL, 2022-2032 ($MILLION)
TABLE 74. CHINA BIOSIMULATION MARKET, BY END USER, 2022-2032 ($MILLION)
TABLE 75. AUSTRALIA BIOSIMULATION MARKET, BY PRODUCT, 2022-2032 ($MILLION)
TABLE 76. AUSTRALIA BIOSIMULATION MARKET, BY APPLICATION, 2022-2032 ($MILLION)
TABLE 77. AUSTRALIA BIOSIMULATION MARKET, BY DELIVERY MODEL, 2022-2032 ($MILLION)
TABLE 78. AUSTRALIA BIOSIMULATION MARKET, BY END USER, 2022-2032 ($MILLION)
TABLE 79. INDIA BIOSIMULATION MARKET, BY PRODUCT, 2022-2032 ($MILLION)
TABLE 80. INDIA BIOSIMULATION MARKET, BY APPLICATION, 2022-2032 ($MILLION)
TABLE 81. INDIA BIOSIMULATION MARKET, BY DELIVERY MODEL, 2022-2032 ($MILLION)
TABLE 82. INDIA BIOSIMULATION MARKET, BY END USER, 2022-2032 ($MILLION)
TABLE 83. SOUTH KOREA BIOSIMULATION MARKET, BY PRODUCT, 2022-2032 ($MILLION)
TABLE 84. SOUTH KOREA BIOSIMULATION MARKET, BY APPLICATION, 2022-2032 ($MILLION)
TABLE 85. SOUTH KOREA BIOSIMULATION MARKET, BY DELIVERY MODEL, 2022-2032 ($MILLION)
TABLE 86. SOUTH KOREA BIOSIMULATION MARKET, BY END USER, 2022-2032 ($MILLION)
TABLE 87. REST OF ASIA-PACIFIC BIOSIMULATION MARKET, BY PRODUCT, 2022-2032 ($MILLION)
TABLE 88. REST OF ASIA-PACIFIC BIOSIMULATION MARKET, BY APPLICATION, 2022-2032 ($MILLION)
TABLE 89. REST OF ASIA-PACIFIC BIOSIMULATION MARKET, BY DELIVERY MODEL, 2022-2032 ($MILLION)
TABLE 90. REST OF ASIA-PACIFIC BIOSIMULATION MARKET, BY END USER, 2022-2032 ($MILLION)
TABLE 91. LAMEA BIOSIMULATION MARKET, BY PRODUCT, 2022-2032 ($MILLION)
TABLE 92. LAMEA BIOSIMULATION MARKET, BY APPLICATION, 2022-2032 ($MILLION)
TABLE 93. LAMEA BIOSIMULATION MARKET, BY DELIVERY MODEL, 2022-2032 ($MILLION)
TABLE 94. LAMEA BIOSIMULATION MARKET, BY END USER, 2022-2032 ($MILLION)
TABLE 95. LAMEA BIOSIMULATION MARKET, BY COUNTRY, 2022-2032 ($MILLION)
TABLE 96. LATIN AMERICA BIOSIMULATION MARKET, BY PRODUCT, 2022-2032 ($MILLION)
TABLE 97. LATIN AMERICA BIOSIMULATION MARKET, BY APPLICATION, 2022-2032 ($MILLION)
TABLE 98. LATIN AMERICA BIOSIMULATION MARKET, BY DELIVERY MODEL, 2022-2032 ($MILLION)
TABLE 99. LATIN AMERICA BIOSIMULATION MARKET, BY END USER, 2022-2032 ($MILLION)
TABLE 100. MIDDLE EAST BIOSIMULATION MARKET, BY PRODUCT, 2022-2032 ($MILLION)
TABLE 101. MIDDLE EAST BIOSIMULATION MARKET, BY APPLICATION, 2022-2032 ($MILLION)
TABLE 102. MIDDLE EAST BIOSIMULATION MARKET, BY DELIVERY MODEL, 2022-2032 ($MILLION)
TABLE 103. MIDDLE EAST BIOSIMULATION MARKET, BY END USER, 2022-2032 ($MILLION)
TABLE 104. AFRICA BIOSIMULATION MARKET, BY PRODUCT, 2022-2032 ($MILLION)
TABLE 105. AFRICA BIOSIMULATION MARKET, BY APPLICATION, 2022-2032 ($MILLION)
TABLE 106. AFRICA BIOSIMULATION MARKET, BY DELIVERY MODEL, 2022-2032 ($MILLION)
TABLE 107. AFRICA BIOSIMULATION MARKET, BY END USER, 2022-2032 ($MILLION)
TABLE 108. CERTARA, INC.: KEY EXECUTIVES
TABLE 109. CERTARA, INC.: COMPANY SNAPSHOT
TABLE 110. CERTARA, INC.: SERVICE SEGMENTS
TABLE 111. CERTARA, INC.: PRODUCT PORTFOLIO
TABLE 112. CERTARA, INC.: KEY STRATERGIES
TABLE 113. DASSAULT SYSTEMES: KEY EXECUTIVES
TABLE 114. DASSAULT SYSTEMES: COMPANY SNAPSHOT
TABLE 115. DASSAULT SYSTEMES: PRODUCT SEGMENTS
TABLE 116. DASSAULT SYSTEMES: PRODUCT PORTFOLIO
TABLE 117. SIMULATIONS PLUS, INC.: KEY EXECUTIVES
TABLE 118. SIMULATIONS PLUS, INC.: COMPANY SNAPSHOT
TABLE 119. SIMULATIONS PLUS, INC.: SERVICE SEGMENTS
TABLE 120. SIMULATIONS PLUS, INC.: PRODUCT PORTFOLIO
TABLE 121. SIMULATIONS PLUS, INC.: KEY STRATERGIES
TABLE 122. GENEDATA AG: KEY EXECUTIVES
TABLE 123. GENEDATA AG: COMPANY SNAPSHOT
TABLE 124. GENEDATA AG: PRODUCT SEGMENTS
TABLE 125. GENEDATA AG: PRODUCT PORTFOLIO
TABLE 126. GENEDATA AG: KEY STRATERGIES
TABLE 127. SIMBIOSYS: KEY EXECUTIVES
TABLE 128. SIMBIOSYS: COMPANY SNAPSHOT
TABLE 129. SIMBIOSYS: SERVICE SEGMENTS
TABLE 130. SIMBIOSYS: PRODUCT PORTFOLIO
TABLE 131. PHYSIOMICS PLC: KEY EXECUTIVES
TABLE 132. PHYSIOMICS PLC: COMPANY SNAPSHOT
TABLE 133. PHYSIOMICS PLC: SERVICE SEGMENTS
TABLE 134. PHYSIOMICS PLC: PRODUCT PORTFOLIO
TABLE 135. INOSIM SOFTWARE GMBH: KEY EXECUTIVES
TABLE 136. INOSIM SOFTWARE GMBH: COMPANY SNAPSHOT
TABLE 137. INOSIM SOFTWARE GMBH: SERVICE SEGMENTS
TABLE 138. INOSIM SOFTWARE GMBH: PRODUCT PORTFOLIO
TABLE 139. VERISIM LIFE: KEY EXECUTIVES
TABLE 140. VERISIM LIFE: COMPANY SNAPSHOT
TABLE 141. VERISIM LIFE: SERVICE SEGMENTS
TABLE 142. VERISIM LIFE: PRODUCT PORTFOLIO
TABLE 143. VERISIM LIFE: KEY STRATERGIES
TABLE 144. SCHRODINGER, INC.: KEY EXECUTIVES
TABLE 145. SCHRODINGER, INC.: COMPANY SNAPSHOT
TABLE 146. SCHRODINGER, INC.: SERVICE SEGMENTS
TABLE 147. SCHRODINGER, INC.: PRODUCT PORTFOLIO
TABLE 148. SCHRODINGER, INC.: KEY STRATERGIES
TABLE 149. CADENCE DESIGN SYSTEMS, INC.: KEY EXECUTIVES
TABLE 150. CADENCE DESIGN SYSTEMS, INC.: COMPANY SNAPSHOT
TABLE 151. CADENCE DESIGN SYSTEMS, INC.: SERVICE SEGMENTS
TABLE 152. CADENCE DESIGN SYSTEMS, INC.: PRODUCT PORTFOLIO
TABLE 153. CADENCE DESIGN SYSTEMS, INC.: KEY STRATERGIES LIST OF FIGURES
FIGURE 01. BIOSIMULATION MARKET, 2022-2032
FIGURE 02. SEGMENTATION OF BIOSIMULATION MARKET,2022-2032
FIGURE 03. TOP INVESTMENT POCKETS IN BIOSIMULATION MARKET (2023-2032)
FIGURE 04. LOW BARGAINING POWER OF SUPPLIERS
FIGURE 05. LOW THREAT OF NEW ENTRANTS
FIGURE 06. LOW THREAT OF SUBSTITUTES
FIGURE 07. LOW INTENSITY OF RIVALRY
FIGURE 08. LOW BARGAINING POWER OF BUYERS
FIGURE 09. GLOBAL BIOSIMULATION MARKET:DRIVERS, RESTRAINTS AND OPPORTUNITIES
FIGURE 10. BIOSIMULATION MARKET, BY PRODUCT, 2022(%)
FIGURE 11. COMPARATIVE SHARE ANALYSIS OF BIOSIMULATION MARKET FOR SOFTWARE, BY COUNTRY 2022 AND 2032(%)
FIGURE 12. COMPARATIVE SHARE ANALYSIS OF BIOSIMULATION MARKET FOR SERVICES, BY COUNTRY 2022 AND 2032(%)
FIGURE 13. BIOSIMULATION MARKET, BY APPLICATION, 2022(%)
FIGURE 14. COMPARATIVE SHARE ANALYSIS OF BIOSIMULATION MARKET FOR DRUG DEVELOPMENT, BY COUNTRY 2022 AND 2032(%)
FIGURE 15. COMPARATIVE SHARE ANALYSIS OF BIOSIMULATION MARKET FOR DRUG DISCOVERY, BY COUNTRY 2022 AND 2032(%)
FIGURE 16. COMPARATIVE SHARE ANALYSIS OF BIOSIMULATION MARKET FOR OTHERS, BY COUNTRY 2022 AND 2032(%)
FIGURE 17. BIOSIMULATION MARKET, BY DELIVERY MODEL, 2022(%)
FIGURE 18. COMPARATIVE SHARE ANALYSIS OF BIOSIMULATION MARKET FOR SUBSCRIPTION MODEL, BY COUNTRY 2022 AND 2032(%)
FIGURE 19. COMPARATIVE SHARE ANALYSIS OF BIOSIMULATION MARKET FOR OWNERSHIP MODEL, BY COUNTRY 2022 AND 2032(%)
FIGURE 20. BIOSIMULATION MARKET, BY END USER, 2022(%)
FIGURE 21. COMPARATIVE SHARE ANALYSIS OF BIOSIMULATION MARKET FOR PHARMACEUTICAL AND BIOTECHNOLOGY COMPANIES, BY COUNTRY 2022 AND 2032(%)
FIGURE 22. COMPARATIVE SHARE ANALYSIS OF BIOSIMULATION MARKET FOR CONTRACT RESEARCH ORGANIZATION (CROS), BY COUNTRY 2022 AND 2032(%)
FIGURE 23. COMPARATIVE SHARE ANALYSIS OF BIOSIMULATION MARKET FOR ACADEMIC AND RESEARCH INSTITUTES, BY COUNTRY 2022 AND 2032(%)
FIGURE 24. BIOSIMULATION MARKET BY REGION, 2022(%)
FIGURE 25. U.S. BIOSIMULATION MARKET, 2022-2032 ($MILLION)
FIGURE 26. CANADA BIOSIMULATION MARKET, 2022-2032 ($MILLION)
FIGURE 27. MEXICO BIOSIMULATION MARKET, 2022-2032 ($MILLION)
FIGURE 28. GERMANY BIOSIMULATION MARKET, 2022-2032 ($MILLION)
FIGURE 29. FRANCE BIOSIMULATION MARKET, 2022-2032 ($MILLION)
FIGURE 30. UK BIOSIMULATION MARKET, 2022-2032 ($MILLION)
FIGURE 31. ITALY BIOSIMULATION MARKET, 2022-2032 ($MILLION)
FIGURE 32. SPAIN BIOSIMULATION MARKET, 2022-2032 ($MILLION)
FIGURE 33. REST OF EUROPE BIOSIMULATION MARKET, 2022-2032 ($MILLION)
FIGURE 34. JAPAN BIOSIMULATION MARKET, 2022-2032 ($MILLION)
FIGURE 35. CHINA BIOSIMULATION MARKET, 2022-2032 ($MILLION)
FIGURE 36. AUSTRALIA BIOSIMULATION MARKET, 2022-2032 ($MILLION)
FIGURE 37. INDIA BIOSIMULATION MARKET, 2022-2032 ($MILLION)
FIGURE 38. SOUTH KOREA BIOSIMULATION MARKET, 2022-2032 ($MILLION)
FIGURE 39. REST OF ASIA-PACIFIC BIOSIMULATION MARKET, 2022-2032 ($MILLION)
FIGURE 40. LATIN AMERICA BIOSIMULATION MARKET, 2022-2032 ($MILLION)
FIGURE 41. MIDDLE EAST BIOSIMULATION MARKET, 2022-2032 ($MILLION)
FIGURE 42. AFRICA BIOSIMULATION MARKET, 2022-2032 ($MILLION)
FIGURE 43. TOP WINNING STRATEGIES, BY YEAR (2020-2023)
FIGURE 44. TOP WINNING STRATEGIES, BY DEVELOPMENT (2020-2023)
FIGURE 45. TOP WINNING STRATEGIES, BY COMPANY (2020-2023)
FIGURE 46. PRODUCT MAPPING OF TOP 10 PLAYERS
FIGURE 47. COMPETITIVE DASHBOARD
FIGURE 48. COMPETITIVE HEATMAP: BIOSIMULATION MARKET
FIGURE 49. TOP PLAYER POSITIONING, 2022
FIGURE 50. CERTARA, INC.: NET REVENUE, 2020-2022 ($MILLION)
FIGURE 51. CERTARA, INC.: REVENUE SHARE BY SEGMENT, 2022 (%)
FIGURE 52. CERTARA, INC.: REVENUE SHARE BY REGION, 2022 (%)
FIGURE 53. DASSAULT SYSTEMES: NET REVENUE, 2020-2022 ($MILLION)
FIGURE 54. DASSAULT SYSTEMES: REVENUE SHARE BY SEGMENT, 2022 (%)
FIGURE 55. DASSAULT SYSTEMES: REVENUE SHARE BY REGION, 2022 (%)
FIGURE 56. SIMULATIONS PLUS, INC.: NET REVENUE, 2020-2022 ($MILLION)
FIGURE 57. SIMULATIONS PLUS, INC.: REVENUE SHARE BY SEGMENT, 2022 (%)
FIGURE 58. SIMULATIONS PLUS, INC.: REVENUE SHARE BY REGION, 2022 (%)
FIGURE 59. PHYSIOMICS PLC: NET REVENUE, 2020-2022 ($MILLION)
FIGURE 60. SCHRODINGER, INC.: NET REVENUE, 2020-2022 ($MILLION)
FIGURE 61. SCHRODINGER, INC.: REVENUE SHARE BY SEGMENT, 2022 (%)
FIGURE 62. SCHRODINGER, INC.: REVENUE SHARE BY REGION, 2022 (%)
FIGURE 63. CADENCE DESIGN SYSTEMS, INC.: NET REVENUE, 2020-2022 ($MILLION)
FIGURE 64. CADENCE DESIGN SYSTEMS, INC.: REVENUE SHARE BY SEGMENT, 2022 (%)
FIGURE 65. CADENCE DESIGN SYSTEMS, INC.: REVENUE SHARE BY REGION, 2022 (%