Data Science Archives - William Blair

Privacy & Security

Terms of Use
The following is a legal agreement between William Blair, (“we,” “us,” or “our”) and “you,” the user of the William Blair website. By accessing, browsing and/or using the William Blair website, you acknowledge that you have read, understand and agree to be bound to these terms of use (“Terms”) including the attached privacy policy and to comply with all applicable laws and regulations. This agreement contains warranty disclaimer and other provision that limit our liability to you. Please read this agreement in its entirety. If you do not agree to these Terms, do not use William Blair website.

William Blair is committed to protecting your privacy. The firm’s Privacy Notice (PDF) can be accessed by clicking on the link and is to be read in conjunction with this agreement. The Privacy Notice explains how we collect your personal data and the potential rights and options you have according to the jurisdiction in which you reside. Please also refer to our Cookie Policy which explains our use of cookies and other web tracking devices via our website.

Your use of the William Blair website
A valid log in ID and password are required for you to use or access portions of the William Blair website. In order to help protect the confidentiality and security of your information or data, you must use your password each time you access your account. You are solely responsible for maintaining the confidentiality of your password and for any use or misuse of our site by anyone using your password. We are not responsible and shall not be liable for any disclosure, misuse, modification or loss of any of your information or data by anyone accessing your account using your password.

You acknowledge and understand that no form of protection can completely ensure that the William Blair website will be completely protected against unauthorized entry or behaviour. We shall have no liability for any claim for damages arising out of any breach of network security or any disclosure, misuse, modification or loss of data or information as a result thereof.

You are solely responsible for your actions and communications undertaken or transmitted using the William Blair website. Neither we nor our affiliates exercise editorial control over your transmissions; however, we do reserve the right to review your uploads and transmissions in order to, among other things, ensure compliance with these Terms.

Your use of the William Blair website is subject to all applicable local, state, national and international laws and regulations, and you agree not to use the William Blair website for purposes that violate such laws and regulations. In addition, you agree that:

1) You will not interfere with another entity’s use and enjoyment of the William Blair website;

2) You will not upload, download, transmit or otherwise distribute any message, data, information, text or other material (“Content”) that is unlawful, libellous, defamatory, obscene, pornographic, indecent, lewd, harassing, threatening, invasive of privacy or publicity rights, abusive, inflammatory or otherwise objectionable;

3) You will not upload, download, transmit, or otherwise distribute any viruses or other harmful, disruptive or destructive files;

4) You will not upload, download, transmit or otherwise distribute any content that would constitute or encourage a criminal offense, violate the rights of any party, or that would otherwise create liability or violate any local, state, national or international law;

5) You will not attempt to obtain unauthorized access to the William Blair website or portions of the site which are restricted from general access or outside your permitted areas of access;

6) You will not interfere with or disrupt networks, systems, and/or computers connected to the William Blair website, and you will comply with all regulations, policies, and procedures of such networks and systems; and

7) You will comply with all United States laws regarding the transmission of technical data exported from the United States.

No Transfer of Property Rights
The products, technology and/or processes described and/or used on the William Blair website may be the subject of intellectual property rights reserved by William Blair or other third parties. Nothing contained herein shall be construed as conferring to you in any manner, whether by implication, estoppel or otherwise, any license, title, or ownership of or to any intellectual property right of William Blair or any third party.

Updates to the William Blair Website
We reserve the right to modify the William Blair website and the materials, features and services provided on the site at any time without prior notice to you.

Warranty Restriction; Limitation of Liability
The materials, information and services provided on the William Blair website are provided “as is” without warranty of any kind, either expressed or implied, including, but not limited to, the implied warranties of merchantability and fitness for a particular purpose. There is no warranty against interference with your enjoyment of any materials, information or services (including, but not limited to, any data, text, images, sounds or computer programs (including collections and compilations of them) or against infringement.

Neither William Blair nor any of its principals, officers, employees or affiliates shall be liable for any direct, indirect, special, consequential, punitive, exemplary and/or incidental damages of any kind whatsoever (including, but not limited to, lost profits or attorneys’ fees) in any way due to, resulting from or arising in connection with your access to, inability to access, or use of the site, or from your reliance on any information provided on the site, even if William Blair has been advised of the possibility of such damages. This limitation applies to all causes of action in the aggregate including, but not limited to, breach of contract, breach of warranty, negligence, strict liability, misrepresentation and any other tort. In the event the foregoing limitation of liability set forth herein shall be for any reason held unenforceable or inapplicable, you agree that William Blair and its affiliates’ aggregate Liability shall not exceed five hundred dollars ($500).

Neither William Blair nor its affiliates takes any responsibility or assumes any liability for any content uploaded or otherwise transmitted by you or any third party, or for any mistakes, defamation, slander, libel, omissions, falsehoods, obscenity, pornography, indecency, lewdness, harassment, threats, abuse or profanity you may encounter in using the William Blair website. You agree to hold harmless William Blair and its affiliates and parties with whom William Blair has contracted for purposes of hosting or maintaining the site from all claims based upon communications or materials made available by you on the site.

International Use
Neither William Blair nor its affiliates makes any representation that materials, features or services on the site are appropriate or available for use in locations outside the United States, and accessing them from territories where their contents are illegal is prohibited. Those who choose to access the site from other locations do so of their own initiative and are responsible for compliance with local laws.

Indemnification
Upon a request by William Blair, you agree to defend, indemnify and hold harmless William Blair and its affiliates, and their employees, contractors, officers and directors, from all liabilities, claims and expenses, including attorney’s fees that arise from your use or misuse of the William Blair website. William Blair reserves the right, at its own expense, to assume the exclusive defence and control of any matter otherwise subject to indemnification by you, in which event you will cooperate with William Blair in asserting any available defences.

Enforcement by William Blair
In the event William Blair determines, in its sole discretion, that you have violated these Terms, William Blair shall have the right to immediately terminate your access to the site, without prior notice to you, and/or pursue any other remedies available to it under applicable law.

Governing Law
This Agreement, and the respective rights and obligations of the parties hereto, shall be governed by and construed in accordance with the laws of the State of Illinois (excluding any conflict of law’s provisions of the State of Illinois that would refer to and apply the substantive laws of another jurisdiction). Any suit or proceeding regarding the William Blair website or any part of the site shall be brought only in Illinois. Each of the parties consent to the exclusive personal jurisdiction and venue of the court, state and federal, located in city of Chicago, Illinois.

Updates to Terms
William Blair shall have the right to revise these Terms at any time by updating this posting. By using the William Blair website, you agree to be bound by any such revisions and should therefore periodically visit the site to determine the then-current Terms to which you are bound.

Social Media Disclaimer

William Blair & Company, L.L.C. is a broker dealer and investment adviser dually registered with the U.S. Securities and Exchange Commission (“SEC”). William Blair, along with affiliated entities William Blair Investment Management, LLC and William Blair International, Ltd (collectively, “William Blair”) sponsors and publishes posts on or through pages, profiles, accounts, feeds, channels or other portions of various social media platforms, including but not limited to YouTube, Facebook, LinkedIn and Twitter (each, a “Site”) for educational, promotional or other business reasons.

About William Blair Posts

No William Blair post published on any social media platform is an offer to sell or a solicitation of an offer to buy shares of any William Blair investment product to any person in any jurisdiction in which an offer, solicitation, purchase or sale would be unlawful under the laws of such jurisdiction. Additionally, all William Blair posts published on any social media platform are for informational purposes only and should not be considered as investment advice or recommendations to invest in any particular security, strategy or investment product.

William Blair posts on social media may include statements concerning financial market trends, and are based on current market conditions, which will fluctuate and may be superseded by subsequent market events or for other reasons. Historic market trends are not reliable indicators of actual future market behavior or future performance of any particular investment which may differ materially, and should not be relied upon as such. The investment strategies and broad themes discussed in William Blair’s social media posts may be unsuitable for investors depending on their specific investment objectives and financial situation. Information contained in posts has been obtained from sources believed to be reliable, but not guaranteed. You should note that the materials on the social media platforms are provided “as is” without any express or implied warranties. Past performance is not a guarantee of future results. All investments involve a degree of risk, including the risk of loss. No part of William Blair posts may be altered without express written permission from William Blair.

William Blair posts may provide links to third party websites only as a convenience and the inclusion of such links does not imply any endorsement, approval, investigation, verification or monitoring by William Blair of any content or information contained within or accessible from the linked sites. While we make every attempt to provide links only to those websites we think are trustworthy and accurate, we cannot be responsible for the content or accuracy of the information presented on those websites and we specifically disclaim any liability for any loss or damages which you may incur, directly or indirectly, as a result of your use of them. We reserve the right to terminate a link to a third party website at any time.

General User Guidelines

Due to the highly regulated nature of our industry and as a matter of policy, William Blair, in some instances, may not reply to user comments. Please ensure that your contributions in relation to any William Blair posts are relevant and topical. Do not publish your own advertisements of any kind on any William Blair social media page or with respect to any William Blair posts. We ask you to be respectful and courteous and refrain from publishing, including through hyper-links, inappropriate or offensive material on any William Blair social media page. Do not attempt to promote investments (this includes posting testimonials, giving investment advice, or making recommendations about specific securities, securities strategies, products or services) on any William Blair social media page. Do not attempt to submit to William Blair any personal, confidential or account information through any William Blair social media page. William Blair is not subject to any obligations of confidentiality regarding information submitted to them through any William Blair social media page or otherwise through any social media platform.

Third-Party Posts on any William Blair Social Media Page

While William Blair may monitor third-party posts published on any William Blair social media page, such posts may be reviewed to ensure regulatory compliance, but otherwise are not edited before being displayed. Third-party posts on any William Blair social media page are the view and responsibility of the third-party, not William Blair. William Blair cannot guarantee the appropriateness, accuracy or usefulness of any third-party posts or of any third-party hyper-link, nor are they responsible for any unauthorized or copyrighted materials contributed by a third-party in any William Blair social media page. William Blair reserves the right to remove or edit any third-party posts or comments on any William Blair social media page that are inappropriate or that violate (or may violate) applicable regulations.

William Blair does not publish or otherwise disseminate statements relating to current or former clients’ positive experiences with or endorsements of William Blair and expects you to refrain from publishing such posts on any William Blair social media page. You should limit your posts on any William Blair social media page to investment themes rather than commenting, positively or negatively, on William Blair, its products, services or personnel. Although our clients may follow this account, this should not be interpreted as a testimonial regarding any client’s experience with our firm.

Any descriptions of, references to, or links to other products, publications or services do not constitute an endorsement, authorization, sponsorship by, or affiliation with William Blair with respect to any hyper-linked site or its sponsor, unless expressly stated by William Blair. William Blair expressly disclaims any responsibility for the posts, the accuracy of the information, and/or quality of products or services provided by or advertised on these third-party sites, as posted by third-parties on any William Blair Social media page.

Use Social Media Platforms at Your Own Risk

William Blair is in no way affiliated with any social media platform and has no responsibility for any social media page’s operations and services. William Blair and their respective affiliates, directors, officers, or employees are not liable for any direct, indirect, incidental, consequential, punitive or special damages arising out of or in any way connected with your access or use of, or inability to access or use, a social media platform, any William Blair social media page thereon or reliance on any William Blair post or any failure of performance, interruption, defect, delay in transmission, computer viruses or other harmful components, or line or system failure associated with a social media platform or any William Blair social media page thereon. Use of a social media platform or any William Blair social media page thereon is at your own risk.

Privacy Policy

William Blair is not responsible for the terms of use or privacy policies of any social media platform on which William Blair posts may appear, including in any William Blair social media page. For additional information regarding account security and privacy, refer to our Privacy and Security statement

Copyrights and Trademarks

Each social media page’s content and information, and all trademarks, service marks, trade names, trade dress, logos, copyrights and other intellectual property displayed on the Site by William Blair (“Content”) are protected by U.S. and worldwide copyright and trademark laws and treaty provisions, and are owned by, controlled by or licensed to William Blair or their respective owners. By using any social media page, we do not grant you any rights to reproduce, sell, or license any of the content contained herein, except that you may print a copy of the information contained herein for your personal use only. You may not reproduce or distribute the text or graphics to others or copy all or substantially all of the content to your own hard drive or server without the prior written permission of William Blair.

Permitted Uses of Our Sites and Content

We have listed below the permitted uses of our Content. We reserve the right to change our permitted uses at any time.

William Blair grants you a limited, revocable, nonexclusive and nontransferable right to view, store, bookmark, download, copy and print pages from the Site for your personal and noncommercial use only. Unless you receive our permission in advance, you may not exploit any of the Content commercially or forward it as a mass distribution.
If you link other websites to any Site, you may not imply or suggest that William Blair has endorsed or is affiliated with such websites and you may not display this Site as “framed” within another website.

Prohibited Uses of Our Sites and Content

William Blair does not grant, by implication, estoppel or otherwise, any license or right to use Content on any social media page other than those set forth above, and you shall not make any other use of such Content without William Blair’s written permission. Without limiting the generality of the foregoing:

You agree not to copy large portions of any social media page (such as by bots, robots or spiders that “harvest” the Site), interfere with the functioning of the Site or restrict or inhibit any others from using the Site.
If you download any pages from any social media page, you agree that you will not remove or obscure any copyright or other notices or legends contained in any such Content. You may not alter or modify the Content in your copies.
You may not (and may not encourage or assist others to) violate any law, regulation, rule or the intellectual property or contractual rights of others, or attempt to violate the security of any social media page or use or gain access to the identities, information or computers of others through any social media page.
You may not transmit any virus, worm, time bomb or similar system interference or corruptant through any social media page.

William Blair has the right (but not the obligation) to monitor any social media page for unauthorized or objectionable conduct and to take all appropriate actions in response, without notice to you. We reserve the right to change or supplement our website policies at any time to the fullest extent permitted by applicable law.

Forward-Looking Statements

Statements made on any social media page that look forward in time involve risks and uncertainties and are forward-looking statements. Such risks and uncertainties include, without limitation, the adverse effect from a decline in the securities markets or a decline in William Blair’s products’ performance, a general downturn in the economy, competition from other companies, changes in government policy or regulation, inability of William Blair to attract or retain key employees, unforeseen costs and other effects related to legal proceedings or investigations of governmental and self-regulatory organizations.

Forward-looking statements reflect our current views with respect to, among other things, the operations and performance of our businesses. You can identify these forward-looking statements by the use of words such as “outlook,” “believe,” “expect,” “potential,” “continue,” “may,” “should,” “seek,” “approximately,” “predict,” “intend,” “will,” “plan,” “estimate,” “anticipate” or the negative version of these words or other comparable words. Forward-looking statements are subject to various risks and uncertainties. Accordingly, there are or will be important factors that could cause actual outcomes or results to differ materially from those indicated in these statements. We undertake no obligation to publicly update or review any forward-looking statement, whether as a result of new information, future developments or otherwise.

International Use

The Content provided in or accessible through any social media page is not intended for distribution to, or use by, any person or entity in any jurisdiction or country where such distribution or use would be contrary to law or regulation or which would subject William Blair to any registration or other requirement within such jurisdiction or country. William Blair reserves the right to limit access to the Site to any person, geographic region or jurisdiction. Unless otherwise expressly set forth herein, William Blair makes no representations that transactions, products or services discussed on or accessible through the Site are available or appropriate for sale or use in all jurisdictions or by all users, or that access by any user in the place it is located is not illegal or prohibited. Users who choose to access the Site from other locations do so on their own initiative and are responsible for establishing the legality, usability and correctness of any information or Content on the Site under the laws of any applicable jurisdictions. You may not use or export the Content on the Site or accessible through the Site in violation of applicable laws and regulations.

Transmission to and From any Social Media Page

Subject to any applicable terms and conditions set forth in our Privacy and Security Statement, any communication or other material that you send to us through the Internet or post on any social media page by electronic mail or otherwise, is and will be deemed to be non-confidential as between you and us and William Blair shall have no obligation of any kind with respect to such information. William Blair will be free to use, for any purpose, and without compensation due or payable to you, any ideas, concepts, know-how or techniques provided by you to William Blair through any social media page.

Disclaimer and Indemnity

William Blair and its affiliates disclaim, to the fullest extent permitted by law, all express and implied warranties of merchantability, fitness for a particular purpose, and non-infringement. If you live in a state that does not allow disclaimers of implied warranties, our disclaimer may not apply to you.

William Blair does not warrant that the information in any social media page is accurate, reliable or correct, that any social media page will be available at any particular time or location, or that any social media page is free of viruses or other harmful components. Electronic communications can be intercepted by third parties and, accordingly, electronic mail and other transmissions to and from any social media page or made via any social media page may not be secure.

The investments and strategies discussed in the content may not be suitable for all investors and are not obligations of William Blair or any of its affiliates or guaranteed by William Blair or any of its affiliates. The investments are not bank deposits and are not insured by the Federal Deposit Insurance Corporation or any other entity and are subject to investment risks, including the loss of the principal amount invested. Nothing contained on the Site constitutes investment, legal, tax or other advice nor is to be relied on in making an investment or other decision. You should obtain and carefully review any applicable prospectus, statement of additional information and/or offering memorandum as well the William Blair Form ADV, as applicable, before making any investment decision. Decisions based on information or materials contained on any social media page are the sole responsibility of the user.

As consideration for access to any social media page, you agree to indemnify and hold harmless William Blair and their employees, contractors, affiliates, officers and directors from and against any claims whatsoever and of any nature for damages, losses and causes of action, including but not limited to actions by third parties against you, William Blair or any of its Related Person, arising out of or in connection with any decisions that you make based on such Content, your use of any social media page, or your violation of our website policies. You agree to make William Blair, whole for any and all claims, losses, liabilities, and expenses (including attorneys’ fees) arising from your use of the Site or any violation of this the policies laid out in this Disclaimer, unless prohibited by law.

Miscellaneous Provisions

YouTube, Facebook, LinkedIn, Twitter, and any other social media sites are public sites. William Blair is in no way affiliated with them and has no responsibility for their operations and services or for related service sites. William Blair is not responsible for any social media platform’s terms of use or privacy or security policies, or any other third party sites that may be linked to by a social media platform. By using a social media platform, you accept at your own risk that the Internet and online communications medium may not perform as intended despite the efforts of William Blair, your Internet Service Provider, and you.

For additional information regarding account security and privacy, refer to our Privacy and Security statement. For customer service inquiries or questions about your accounts, please visit our website at: www.williamblair.com.

Your Acceptance of these Terms

Your use of the Site constitutes your acceptance of the terms contained herein. You may reject these terms by leaving the Site at any time.

For additional information about William Blair or to contact us, please visit our website at: www.williamblair.com.

Glossary

INDICES
The Bloomberg Barclays U.S. Aggregate Bond Index is a broad-based benchmark that measures the investment grade, U.S. dollar-denominated, fixed-rate taxable bond market, including Treasuries, government-related and corporate securities, mortgage-backed securities (agency fixed-rate and hybrid ARM pass-throughs), asset-backed securities, and commercial mortgage backed securities.

The MSCI ACWI IMI Index is a free float-adjusted, market capitalization-weighted index that captures large, mid, and small cap representation across developed and emerging markets.

The MSCI ACWI ex-US IMI Index is a free float-adjusted, market capitalization-weighted index that captures large, mid, and small cap representation across developed and emerging markets, excluding the U.S. The Value and Growth Indices are a subset of the Index that adopt a framework for style segmentation in which value and growth securities are characterized using different attributes. Multiple factors are used to identify value and growth characteristics.

The MSCI ACWI Small Cap Index is a free float-adjusted, market capitalization-weighted index that captures small cap representation across developed and emerging markets.

The MSCI Emerging Markets Index is a free float-adjusted, market capitalization-weighted index that is designed to measure the equity market performance of emerging markets.

The MSCI World Index is a free float-adjusted, market capitalization-weighted index that is designed to measure the equity market performance of developed markets.

The Russell 2000 Index is a market capitalization-weighted index designed to represent the small cap segment of the U.S. equity universe.

Index performance is for illustrative purposes only. The indices are unmanaged, do not incur fees or expenses, and cannot be invested in directly.

TERMS
Alpha is a measure of an investment’s return in excess of the market’s return, after both have been adjusted for risk.

Beta is a measure of the volatility of an investment relative to the overall market, represented by a comparable benchmark.

Half-life is a statistical measure of the time required for the discrepancy between price and value to contract by half of its starting value. Fundamental value estimates are based on the Dynamic Allocation Strategies team’s proprietary research.

P/E Ratio is a measure of valuation which compares share price to earnings per share, calculated using estimates for the next twelve months.

Standard deviation is a statistical measurement of variations from the average.

QUANTITATIVE MODELS – FACTOR DEFINITIONS
The William Blair Earnings Trend Model captures information about short- and medium-term changes in analyst estimates in an attempt to anticipate future estimate changes and stock performance. The score combines measurements of earnings revisions, momentum, and earnings surprise.

The William Blair Valuation Model combines varying metrics used to characterize the relationship between the stock’s trading price and its intrinsic value. By going beyond using only one or two measures, the model attempts to build a more holistic version of a stock’s worth vis-a-vis the market. The score combines measurements of earnings/cash flow based, asset-based, and model-based factors.

FEATURED TOPICS

U.S. EQUITY

GLOBAL EQUITY

EMERGING MARKETS DEBT

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