Statistics
https://www.alvinang.sg/s/1.pdf (textbook part 1)
https://www.alvinang.sg/s/2.pdf (textbook part 2)
https://www.alvinang.sg/s/3.pdf (textbook part 3)
Probability and Simulation
Python for Finance
tABLEAU
4 Traits of Data Driven Financial Services Organization by Tableau.pdf
7 Best Practices for Mobile Business Intelligence A Whitepaper by Tableau.pdf
8 ways Universities are Making Impact with Data by Tableau.pdf
Developing a Governed Self Serive BI Strategy by Tableau.pdf
Evaluations Guide How to Choose the Right MOdern BI platform by Tableau.pdf
how Wayfair and Pepsi use Visual Analysis to Dirve Business Results by Tableau.pdf
Modern Manufacturing 4 ways data is transforming by Tableau.pdf
Redefining the Role of IT in a Modern BI World with Tableau.pdf
Solving the Internet of Things Last Mile Problem by Tableau.pdf
Top 7 Business Intelligence Trends for Government in 2017.pdf
Best Dashboarding Practice
Training Transcript: Planning for a Successful Dashboard by Tableau.pdf
5 Best Practices for Creating Effective Dashboards by Tableau.pdf
10 Best Practices for Building Effective Dashboards with Tableau.pdf
learning
Whether you're prepping for interviews or just want to level up, these are perfect for you.
1. 𝗔𝗣𝗜 𝗙𝘂𝗻𝗱𝗮𝗺𝗲𝗻𝘁𝗮𝗹𝘀: https://lnkd.in/e8eMet_k
2. 𝗔𝗣𝗜 𝗦𝗶𝗺𝗽𝗹𝗶𝗳𝗶𝗲𝗱: https://lnkd.in/er9JiGxw
3. 𝗔𝗣𝗜 𝗠𝗲𝘁𝗵𝗼𝗱𝘀: https://lnkd.in/ey9v7-hU
4. 𝗔𝗣𝗜 𝗧𝗲𝗿𝗺𝗶𝗻𝗼𝗹𝗼𝗴𝗶𝗲𝘀: https://lnkd.in/eRsPMzpd
5. 𝗔𝗣𝗜 𝗔𝘂𝘁𝗵𝗲𝗻𝘁𝗶𝗰𝗮𝘁𝗶𝗼𝗻: https://lnkd.in/eNPfpAdE
6. 𝗔𝗣𝗜 𝗦𝘁𝗮𝘁𝘂𝘀 𝗖𝗼𝗱𝗲𝘀: https://lnkd.in/egXizUrS
7. 𝗥𝗘𝗦𝗧 𝗔𝗣𝗜 𝘃𝘀 𝗚𝗿𝗮𝗽𝗵𝗤𝗟: https://lnkd.in/eZHREdgC
8. 𝗔𝗣𝗜 𝗜𝗻𝘁𝗲𝗴𝗿𝗮𝘁𝗶𝗼𝗻: https://lnkd.in/eDASPP5m
9. 𝗔𝗣𝗜 𝗜𝗻𝘁𝗲𝗴𝗿𝗮𝘁𝗶𝗼𝗻 𝗶𝗻 𝗗𝗲𝘁𝗮𝗶𝗹: https://lnkd.in/eZwFVrH7
10. 𝗔𝗣𝗜 𝗧𝗲𝘀𝘁𝗶𝗻𝗴: https://lnkd.in/emgmWJqH
11. 𝗔𝗣𝗜 𝘄𝗶𝘁𝗵 𝗣𝘆𝘁𝗵𝗼𝗻: https://lnkd.in/eM23ah2y
12. 𝗔𝗣𝗜 𝗦𝗰𝗮𝗹𝗶𝗻𝗴: https://lnkd.in/e3mZSvmn
13. 𝗗𝗲𝘃𝗲𝗹𝗼𝗽𝗶𝗻𝗴 𝗥𝗼𝗯𝘂𝘀𝘁 𝗔𝗣𝗜𝘀: https://lnkd.in/eBXzbFyg
14. 𝗔𝗣𝗜𝘀 𝘄𝗶𝘁𝗵 𝗣𝗼𝘀𝘁𝗺𝗮𝗻: https://lnkd.in/ezue3d4B
15. 𝗧𝗲𝘀𝘁𝗶𝗻𝗴 𝗔𝗣𝗜𝘀 𝘄𝗶𝘁𝗵 𝗣𝗼𝘀𝘁𝗺𝗮𝗻: https://lnkd.in/eCPnGTGi
16. 𝗔𝗣𝗜 𝗦𝗲𝗰𝘂𝗿𝗶𝘁𝘆: https://lnkd.in/e79ZYfPa
17. 𝗔𝗣𝗜𝘀 𝗳𝗼𝗿 𝗘𝘃𝗲𝗿𝘆𝗼𝗻𝗲: https://lnkd.in/e4WGDffA
S&P 500
Apple Inc. (AAPL)
Microsoft Corporation (MSFT)
Nvidia Corporation (NVDA)
4. Alphabet Inc. (GOOGL)
5. Amazon.com, Inc. (AMZN)
6. Meta Platforms, Inc. (META)
7. Berkshire Hathaway Inc. (BRK.B)
8. Eli Lilly and Company (LLY)
9. Broadcom Inc. (AVGO)
10. JPMorgan Chase & Co. (JPM)
11. Tesla, Inc. (TSLA)
12. UnitedHealth Group Incorporated (UNH)
13. Visa Inc. (V)
14. Exxon Mobil Corporation (XOM)
15. Walmart Inc. (WMT)
16. Mastercard Incorporated (MA)
17. Johnson & Johnson (JNJ)
18. Procter & Gamble Company (PG)
19. Home Depot, Inc. (HD)
20. Costco Wholesale Corporation (COST)
21. AbbVie Inc. (ABBV)
22. Bank of America Corporation (BAC)
23. Chevron Corporation (CVX)
24. Salesforce, Inc. (CRM)
25. Coca-Cola Company (KO)
26. Oracle Corporation (ORCL)
27. Adobe Inc. (ADBE)
28. Accenture plc (ACN)
29. PepsiCo, Inc. (PEP)
30. Netflix, Inc. (NFLX)
31. Merck & Co., Inc. (MRK)
32. Cisco Systems, Inc. (CSCO)
33. Comcast Corporation (CMCSA)
34. Intel Corporation (INTC)
35. Abbott Laboratories (ABT)
36. Thermo Fisher Scientific Inc. (TMO)
37. McDonald’s Corporation (MCD)
38. Verizon Communications Inc. (VZ)
39. Danaher Corporation (DHR)
40. Advanced Micro Devices, Inc. (AMD)
41. Linde plc (LIN)
42. Pfizer Inc. (PFE)
43. Texas Instruments Incorporated (TXN)
44. Honeywell International Inc. (HON)
45. General Electric Company (GE)
46. NextEra Energy, Inc. (NEE)
47. Philip Morris International Inc. (PM)
48. Amgen Inc. (AMGN)
49. International Business Machines Corp. (IBM)
50. Qualcomm Incorporated (QCOM)
51. Caterpillar Inc. (CAT)
52. Union Pacific Corporation (UNP)
53. BlackRock, Inc. (BLK)
54. ServiceNow, Inc. (NOW)
55. Charles Schwab Corporation (SCHW)
56. Goldman Sachs Group, Inc. (GS)
57. AT&T Inc. (T)
58. Uber Technologies, Inc. (UBER)
59. Morgan Stanley (MS)
60. Intuitive Surgical, Inc. (ISRG)
61. Lowe’s Companies, Inc. (LOW)
62. RTX Corporation (RTX)
63. S&P Global Inc. (SPGI)
64. Boeing Company (BA)
65. Stryker Corporation (SYK)
66. Automatic Data Processing, Inc. (ADP)
67. Applied Materials, Inc. (AMAT)
68. Medtronic plc (MDT)
69. Elevance Health Inc. (ELV)
70. U.S. Bancorp (USB)
71. TJX Companies, Inc. (TJX)
72. Becton, Dickinson and Company (BDX)
73. Fiserv, Inc. (FI)
74. Cigna Group (CI)
75. Fidelity National Information Services (FIS)
76. Lam Research Corporation (LRCX)
77. CVS Health Corporation (CVS)
78. Citigroup Inc. (C)
79. Boston Scientific Corporation (BSX)
80. Analog Devices, Inc. (ADI)
81. EOG Resources, Inc. (EOG)
82. Chubb Limited (CB)
83. Prologis, Inc. (PLD)
84. Micron Technology, Inc. (MU)
85. Marsh & McLennan Companies, Inc. (MMC)
86. Northrop Grumman Corporation (NOC)
87. Lockheed Martin Corporation (LMT)
88. Palantir Technologies Inc. (PLTR)
89. T-Mobile US, Inc. (TMUS)
90. PNC Financial Services Group, Inc. (PNC)
91. American Express Company (AXP)
92. Aon plc (AON)
93. NXP Semiconductors N.V. (NXPI)
94. Duke Energy Corporation (DUK)
95. Intercontinental Exchange, Inc. (ICE)
96. Cadence Design Systems, Inc. (CDNS)
97. Altria Group, Inc. (MO)
98. McKesson Corporation (MCK)
99. Wells Fargo & Company (WFC)
100. Southern Company (SO)
101. Deere & Company (DE)
102. Gilead Sciences, Inc. (GILD)
103. HCA Healthcare, Inc. (HCA)
104. Synopsys, Inc. (SNPS)
105. Equinix, Inc. (EQIX)
106. Colgate-Palmolive Company (CL)
107. Capital One Financial Corporation (COF)
108. KLA Corporation (KLAC)
109. Eaton Corporation plc (ETN)
110. Emerson Electric Co. (EMR)
111. Zoetis Inc. (ZTS)
112. Marriott International, Inc. (MAR)
113. Sherwin-Williams Company (SHW)
114. Regeneron Pharmaceuticals, Inc. (REGN)
115. Ford Motor Company (F)
116. American Tower Corporation (AMT)
117. Norfolk Southern Corporation (NSC)
118. Truist Financial Corporation (TFC)
119. Arista Networks, Inc. (ANET)
120. Mondelez International, Inc. (MDLZ)
121. General Motors Company (GM)
122. Phillips 66 (PSX)
123. Chipotle Mexican Grill, Inc. (CMG)
124. Arthur J. Gallagher & Co. (AJG)
125. Bank of New York Mellon Corporation (BK)
126. United Parcel Service, Inc. (UPS)
127. Airbnb, Inc. (ABNB)
128. Centene Corporation (CNC)
129. Crown Castle Inc. (CCI)
130. State Street Corporation (STT)
131. Vertex Pharmaceuticals Incorporated (VRTX)
132. Dow Inc. (DOW)
133. Marathon Petroleum Corporation (MPC)
134. Target Corporation (TGT)
135. Fidelity National Financial, Inc. (FNF)
136. MSCI Inc. (MSCI)
137. American International Group, Inc. (AIG)
138. Illumina, Inc. (ILMN)
139. Blackstone Inc. (BX)
140. CSX Corporation (CSX)
141. Williams Companies, Inc. (WMB)
142. Constellation Energy Corporation (CEG)
143. PG&E Corporation (PCG)
144. Roper Technologies, Inc. (ROP)
145. Johnson Controls International plc (JCI)
146. Palo Alto Networks, Inc. (PANW)
147. Workday, Inc. (WDAY)
148. Kimberly-Clark Corporation (KMB)
149. CME Group Inc. (CME)
150. Simon Property Group, Inc. (SPG)
151. O’Reilly Automotive, Inc. (ORLY)
152. Valero Energy Corporation (VLO)
153. General Dynamics Corporation (GD)
154. Fiserv, Inc. (FISV)
155. Kraft Heinz Company (KHC)
156. Digital Realty Trust, Inc. (DLR)
157. Cognizant Technology Solutions Corp. (CTSH)
158. Moody’s Corporation (MCO)
159. Public Storage (PSA)
160. Carrier Global Corporation (CARR)
161. Waste Management, Inc. (WM)
162. Autodesk, Inc. (ADSK)
163. Edwards Lifesciences Corporation (EW)
164. PACCAR Inc (PCAR)
165. Corning Incorporated (GLW)
166. Pioneer Natural Resources Company (PXD)
167. L3Harris Technologies, Inc. (LHX)
168. Trane Technologies plc (TT)
169. Freeport-McMoRan Inc. (FCX)
170. IQVIA Holdings Inc. (IQV)
171. Dominion Energy, Inc. (D)
172. American Electric Power Company, Inc. (AEP)
173. TransDigm Group Incorporated (TDG)
174. PayPal Holdings, Inc. (PYPL)
175. ConocoPhillips (COP)
176. Humana Inc. (HUM)
177. Ross Stores, Inc. (ROST)
178. HP Inc. (HPQ)
179. Eversource Energy (ES)
180. Hilton Worldwide Holdings Inc. (HLT)
181. Republic Services, Inc. (RSG)
182. Cummins Inc. (CMI)
183. Cintas Corporation (CTAS)
184. MetLife, Inc. (MET)
185. Newmont Corporation (NEM)
186. Vistra Corp. (VST)
187. Ameriprise Financial, Inc. (AMP)
188. Prudential Financial, Inc. (PRU)
189. Global Payments Inc. (GPN)
190. Nucor Corporation (NUE)
191. ON Semiconductor Corporation (ON)
192. Archer-Daniels-Midland Company (ADM)
193. Travelers Companies, Inc. (TRV)
194. Realty Income Corporation (O)
195. Ecolab Inc. (ECL)
196. Fastenal Company (FAST)
197. Estée Lauder Companies Inc. (EL)
198. Dollar General Corporation (DG)
199. Yum! Brands, Inc. (YUM)
200. Splunk Inc. (SPLK)
201. Weyerhaeuser Company (WY)
202. Motorola Solutions, Inc. (MSI)
203. Agilent Technologies, Inc. (A)
204. Clorox Company (CLX)
205. Allstate Corporation (ALL)
206. Welltower Inc. (WELL)
207. SBA Communications Corporation (SBAC)
208. Microchip Technology Incorporated (MCHP)
209. Consolidated Edison, Inc. (ED)
210. Xcel Energy Inc. (XEL)
211. IQVIA Holdings Inc. (IQV)
212. D.R. Horton, Inc. (DHI)
213. Discover Financial Services (DFS)
214. Centene Corporation (CNC)
215. KKR & Co. Inc. (KKR)
216. Ball Corporation (BALL)
217. Fortinet, Inc. (FTNT)
218. W.W. Grainger, Inc. (GWW)
219. Ingersoll Rand Inc. (IR)
220. Old Dominion Freight Line, Inc. (ODFL)
221. Verisk Analytics, Inc. (VRSK)
222. Broadridge Financial Solutions, Inc. (BR)
223. Rockwell Automation, Inc. (ROK)
224. Zimmer Biomet Holdings, Inc. (ZBH)
225. Baxter International Inc. (BAX)
226. Hess Corporation (HES)
227. American Water Works Company, Inc. (AWK)
228. Etsy, Inc. (ETSY)
229. AES Corporation (AES)
230. Edison International (EIX)
231. FirstEnergy Corp. (FE)
232. M&T Bank Corporation (MTB)
233. Westinghouse Air Brake Technologies Corp (WAB)
234. Keysight Technologies, Inc. (KEYS)
235. Tyson Foods, Inc. (TSN)
236. International Paper Company (IP)
237. Las Vegas Sands Corp. (LVS)
238. Fox Corporation (FOXA)
239. Celanese Corporation (CE)
240. LKQ Corporation (LKQ)
241. V.F. Corporation (VFC)
242. ResMed Inc. (RMD)
243. Ameren Corporation (AEE)
244. Cheniere Energy, Inc. (LNG)
245. Copart, Inc. (CPRT)
246. Howmet Aerospace Inc. (HWM)
247. Jacobs Engineering Group Inc. (J)
248. McCormick & Company, Incorporated (MKC)
249. DTE Energy Company (DTE)
250. Principal Financial Group, Inc. (PFG)
251. PPL Corporation (PPL)
252. Cboe Global Markets, Inc. (CBOE)
253. Akamai Technologies, Inc. (AKAM)
254. EPAM Systems, Inc. (EPAM)
255. Enphase Energy, Inc. (ENPH)
256. Take-Two Interactive Software, Inc. (TTWO)
257. Albemarle Corporation (ALB)
258. VeriSign, Inc. (VRSN)
259. Eastman Chemical Company (EMN)
260. IDEX Corporation (IEX)
261. J.B. Hunt Transport Services, Inc. (JBHT)
262. Packaging Corporation of America (PKG)
263. Ventas, Inc. (VTR)
264. Iron Mountain Incorporated (IRM)
265. WEC Energy Group, Inc. (WEC)
266. Loews Corporation (L)
267. Textron Inc. (TXT)
268. Gen Digital Inc. (GEN)
269. Mid-America Apartment Communities, Inc. (MAA)
270. AvalonBay Communities, Inc. (AVB)
271. Equity Residential (EQR)
272. Align Technology, Inc. (ALGN)
273. MarketAxess Holdings Inc. (MKTX)
274. Bio-Rad Laboratories, Inc. (BIO)
275. Teledyne Technologies Incorporated (TDY)
276. Darden Restaurants, Inc. (DRI)
277. Cooper Companies, Inc. (COO)
278. Republic Services, Inc. (RSG)
279. LyondellBasell Industries N.V. (LYB)
280. Mosaic Company (MOS)
281. Ralph Lauren Corporation (RL)
282. Las Vegas Sands Corp. (LVS)
283. FMC Corporation (FMC)
284. Universal Health Services, Inc. (UHS)
285. Qorvo, Inc. (QRVO)
286. Bentley Systems, Incorporated (BSY)
287. Bunge Limited (BG)
288. Nordson Corporation (NDSN)
289. C.H. Robinson Worldwide, Inc. (CHRW)
290. Stericycle, Inc. (SRCL)
291. Alleghany Corporation (Y)
292. Teradyne, Inc. (TER)
293. Rollins, Inc. (ROL)
294. Host Hotels & Resorts, Inc. (HST)
295. Crown Holdings, Inc. (CCK)
296. APA Corporation (APA)
297. A. O. Smith Corporation (AOS)
298. Garmin Ltd. (GRMN)
299. Omnicom Group Inc. (OMC)
300. Interpublic Group of Companies, Inc. (IPG)
301. Best Buy Co., Inc. (BBY)
302. Expedia Group, Inc. (EXPE)
303. Seagate Technology Holdings plc (STX)
304. Stanley Black & Decker, Inc. (SWK)
305. Jack Henry & Associates, Inc. (JKHY)
306. Cinemark Holdings, Inc. (CNK)
307. Robert Half International Inc. (RHI)
308. News Corporation (NWSA)
309. Molson Coors Beverage Company (TAP)
310. J.M. Smucker Company (SJM)
311. Hasbro, Inc. (HAS)
312. Campbell Soup Company (CPB)
313. Harley-Davidson, Inc. (HOG)
314. Whirlpool Corporation (WHR)
315. Allegion plc (ALLE)
316. Zions Bancorporation, N.A. (ZION)
317. Lincoln National Corporation (LNC)
318. Franklin Resources, Inc. (BEN)
319. Comerica Incorporated (CMA)
320. Huntington Bancshares Incorporated (HBAN)
321. Citizens Financial Group, Inc. (CFG)
322. KeyCorp (KEY)
323. Fifth Third Bancorp (FITB)
324. Regions Financial Corporation (RF)
325. Synchrony Financial (SYF)
326. Ally Financial Inc. (ALLY)
327. NRG Energy, Inc. (NRG)
328. Evergy, Inc. (EVRG)
329. CMS Energy Corporation (CMS)
330. Entergy Corporation (ETR)
331. NiSource Inc. (NI)
332. Alliant Energy Corporation (LNT)
333. OGE Energy Corp. (OGE)
334. CenterPoint Energy, Inc. (CNP)
335. Atmos Energy Corporation (ATO)
336. Sempra Energy (SRE)
337. Kansas City Southern (KSU)
338. Union Pacific Corporation (UNP)
339. Norfolk Southern Corporation (NSC)
340. CSX Corporation (CSX)
341. Delta Air Lines, Inc. (DAL)
342. United Airlines Holdings, Inc. (UAL)
343. Southwest Airlines Co. (LUV)
344. American Airlines Group Inc. (AAL)
345. Carnival Corporation & plc (CCL)
346. Royal Caribbean Cruises Ltd. (RCL)
347. Norwegian Cruise Line Holdings Ltd. (NCLH)
348. Wynn Resorts, Limited (WYNN)
349. MGM Resorts International (MGM)
350. Caesars Entertainment, Inc. (CZR)
351. PVH Corp. (PVH)
352. Capri Holdings Limited (CPRI)
353. Tapestry, Inc. (TPR)
354. VF Corporation (VFC)
355. Under Armour, Inc. (UAA)
356. Foot Locker, Inc. (FL)
357. Gap, Inc. (GPS)
358. Nordstrom, Inc. (JWN)
359. Kohl’s Corporation (KSS)
360. Macy’s, Inc. (M)
361. DXC Technology Company (DXC)
362. Leidos Holdings, Inc. (LDOS)
363. Science Applications International Corp. (SAIC)
364. Booz Allen Hamilton Holding Corporation (BAH)
365. Gartner, Inc. (IT)
366. VeriSign, Inc. (VRSN)
367. CDW Corporation (CDW)
368. Fortive Corporation (FTV)
369. Dover Corporation (DOV)
370. Pentair plc (PNR)
371. AMETEK, Inc. (AME)
372. Xylem Inc. (XYL)
373. Waters Corporation (WAT)
374. Mettler-Toledo International Inc. (MTD)
375. PerkinElmer, Inc. (PKI)
376. Quest Diagnostics Incorporated (DGX)
377. Laboratory Corporation of America Holdings (LH)
378. Henry Schein, Inc. (HSIC)
379. Teleflex Incorporated (TFX)
380. Boston Properties, Inc. (BXP)
381. Alexandria Real Estate Equities, Inc. (ARE)
382. Duke Realty Corporation (DRE)
383. Federal Realty Investment Trust (FRT)
384. Kimco Realty Corporation (KIM)
385. Regency Centers Corporation (REG)
386. UDR, Inc. (UDR)
387. Essex Property Trust, Inc. (ESS)
388. Healthpeak Properties, Inc. (PEAK)
389. Vornado Realty Trust (VNO)
390. Jabil Inc. (JBL)
391. Flextronics International Ltd. (FLEX)
392. Arrow Electronics, Inc. (ARW)
393. Avnet, Inc. (AVT)
394. Tractor Supply Company (TSCO)
395. Pool Corporation (POOL)
396. ULTA Beauty, Inc. (ULTA)
397. Advance Auto Parts, Inc. (AAP)
398. AutoZone, Inc. (AZO)
399. O’Reilly Automotive, Inc. (ORLY)
400. CarMax, Inc. (KMX)
401. Penske Automotive Group, Inc. (PAG)
402. Lithia Motors, Inc. (LAD)
403. AutoNation, Inc. (AN)
404. Genuine Parts Company (GPC)
405. Snap-on Incorporated (SNA)
406. Stanley Black & Decker, Inc. (SWK)
407. Masco Corporation (MAS)
408. Fortune Brands Home & Security, Inc. (FBHS)
409. Mohawk Industries, Inc. (MHK)
410. Lennox International Inc. (LII)
411. Carrier Global Corporation (CARR)
412. Johnson Controls International plc (JCI)
413. Otis Worldwide Corporation (OTIS)
414. Trane Technologies plc (TT)
415. Ingersoll Rand Inc. (IR)
416. Dover Corporation (DOV)
417. Illinois Tool Works Inc. (ITW)
418. Parker-Hannifin Corporation (PH)
419. Eaton Corporation plc (ETN)
420. Emerson Electric Co. (EMR)
421. Rockwell Automation, Inc. (ROK)
422. AMETEK, Inc. (AME)
423. Roper Technologies, Inc. (ROP)
424. Fortive Corporation (FTV)
425. Veralto Corporation (VLTO)
426. WestRock Company (WRK)
427. International Paper Company (IP)
428. Packaging Corporation of America (PKG)
429. Avery Dennison Corporation (AVY)
430. Sealed Air Corporation (SEE)
431. Ball Corporation (BALL)
432. Crown Holdings, Inc. (CCK)
433. Amcor plc (AMCR)
434. Berry Global Group, Inc. (BERY)
435. Sonoco Products Company (SON)
436. Owens-Illinois, Inc. (OI)
437. Alcoa Corporation (AA)
438. Freeport-McMoRan Inc. (FCX)
439. Newmont Corporation (NEM)
440. Barrick Gold Corporation (GOLD)
441. Agnico Eagle Mines Limited (AEM)
442. Wheaton Precious Metals Corp. (WPM)
443. Franco-Nevada Corporation (FNV)
444. Royal Gold, Inc. (RGLD)
445. CF Industries Holdings, Inc. (CF)
446. Mosaic Company (MOS)
447. Corteva, Inc. (CTVA)
448. FMC Corporation (FMC)
449. Albemarle Corporation (ALB)
450. International Flavors & Fragrances Inc. (IFF)
451. Eastman Chemical Company (EMN)
452. Celanese Corporation (CE)
453. LyondellBasell Industries N.V. (LYB)
454. Dow Inc. (DOW)
455. DuPont de Nemours, Inc. (DD)
456. PPG Industries, Inc. (PPG)
457. Sherwin-Williams Company (SHW)
458. Ecolab Inc. (ECL)
459. Air Products and Chemicals, Inc. (APD)
460. Linde plc (LIN)
461. Vulcan Materials Company (VMC)
462. Martin Marietta Materials, Inc. (MLM)
463. Summit Materials, Inc. (SUM)
464. Eagle Materials Inc. (EXP)
465. Owens Corning (OC)
466. Builders FirstSource, Inc. (BLDR)
467. Lennar Corporation (LEN)
468. D.R. Horton, Inc. (DHI)
469. PulteGroup, Inc. (PHM)
470. NVR, Inc. (NVR)
471. Toll Brothers, Inc. (TOL)
472. KB Home (KBH)
473. Meritage Homes Corporation (MTH)
474. Taylor Morrison Home Corporation (TMHC)
475. TRI Pointe Group, Inc. (TPH)
476. American Financial Group, Inc. (AFG)
477. Assurant, Inc. (AIZ)
478. Loews Corporation (L)
479. Cincinnati Financial Corporation (CINF)
480. W.R. Berkley Corporation (WRB)
481. Hartford Financial Services Group, Inc. (HIG)
482. Travelers Companies, Inc. (TRV)
483. Chubb Limited (CB)
484. Aflac Incorporated (AFL)
485. Prudential Financial, Inc. (PRU)
486. MetLife, Inc. (MET)
487. Lincoln National Corporation (LNC)
488. Principal Financial Group, Inc. (PFG)
489. Ameriprise Financial, Inc. (AMP)
490. Franklin Resources, Inc. (BEN)
491. Invesco Ltd. (IVZ)
492. T. Rowe Price Group, Inc. (TROW)
493. Northern Trust Corporation (NTRS)
494. State Street Corporation (STT)
495. Bank of New York Mellon Corporation (BK)
496. Charles Schwab Corporation (SCHW)
497. BlackRock, Inc. (BLK)
498. Apollo Global Management, Inc. (APO)
499. KKR & Co. Inc. (KKR)
500. Carlyle Group Inc. (CG)