--- title: "Building Reliable Holdings Data: 13F and N-PORT" description: Discover how Radient's 13F and N-PORT holdings data is parsed, normalized and validated to deliver reliable institutional ownership data for research and analytics. image: https://info.radientanalytics.com/hubfs/13F%20nport%20banner.png --- [![Radient\_logo\_landscape](https://info.radientanalytics.com/hs-fs/hubfs/Radient_logo_landscape.png?width=200&height=39&name=Radient_logo_landscape.png)](https://radientanalytics.com/) - [About](https://radientanalytics.com/web/about) - [Blog](https://info.radientanalytics.com/blog) - [Sign Up](https://radientanalytics.com/web/pricing) - [Login](https://radientanalytics.com) # Building Reliable Holdings Data: 13F and N-PORT September 17, 2026 The hard part of alternative data isn't collecting the data. It's knowing when the data is wrong. For institutional and quantitative data teams, SEC filings are an important source of holdings information. But the raw filing is not the dataset. Turning filings into a reliable, research-ready holdings dataset requires interpretation, normalization, entity resolution, historical reconciliation, corporate-action handling, and a validation layer capable of identifying anomalies before they propagate downstream. At Radient, this is a significant part of the engineering work behind our **13F and N-PORT datasets**. The two datasets serve different purposes. **Form 13F** provides institutional investment manager-level holdings and is reported quarterly, while **Form N-PORT** provides portfolio holdings at the fund or series level and contains substantially more granular information. --- # Institutional holdings data, built for data teams Radient's **13F and N-PORT datasets** are designed for enterprise users who need structured holdings data rather than raw filing documents.The datasets are available through **API, flat files, and Snowflake**, allowing data teams to integrate holdings information directly into their existing research and data infrastructure. [Learn more](https://calendly.com/demo-radient/radient-demo) ![](https://info.radientanalytics.com/hs-fs/hubfs/13f%20nport%20visual%20final-png.png?width=1200&height=1200&name=13f%20nport%20visual%20final-png.png) The 13F dataset also enables security-level analysis of institutional ownership, making it possible to study how institutional ownership changes over time, identify increasingly crowded securities, and analyze which managers are accumulating or reducing positions. For teams building systematic research, portfolio analytics, institutional ownership models or alternative-data pipelines, the underlying quality of the holdings dataset matters as much as the breadth of coverage. The filing is the source. The real work is making the data trustworthy.  --- ## Why raw 13F data can produce incorrect holdings A 13F filing may look straightforward: a manager reports securities, shares or principal amounts, and market values. But several characteristics of the filing process can introduce errors if the data is ingested without additional validation. ### 1. Filing amendments require interpretation A manager can file an original **13F-HR** and subsequently file a **13F-HR/A** amendment. However, an amendment does not always represent the same type of change. In some cases, additional holdings were omitted from the original filing and the amendment provides those additional positions. In other cases, the amendment is a restatement that corrects information previously reported. These two scenarios require completely different reconstruction logic. For an additional-holdings filing, the portfolio may need to be reconstructed as: **Original holdings + additional holdings** For a true restatement, the corrected information should replace the previously reported information: **Corrected holdings, rather than original + corrected holdings** Treating every amendment as a separate holdings dataset can therefore result in missing positions, duplicate positions, or inflated portfolio values. There is another complication: the filing type itself is not always sufficient to determine how the information should be interpreted. In practice, the contents and relationship between filings need to be examined. At Radient, our pipeline resolves the treatment of amendments at the filing level rather than applying a single generic rule to every 13F-HR/A. --- ### 2\. Value denomination can create 1,000× errors One of the most important and less obvious problems is **value denomination.**13F filers can report values using different scales, and the stated denomination does not always reconcile cleanly with the actual numbers in the information table. If the denomination is interpreted literally when it should not be, a holding can be off by orders of magnitude. A position that should be $40 million can effectively become $40 billion in the resulting dataset. The problem is that the row itself may look perfectly valid. It contains a security identifier, a position and a numerical value. There may be no obvious parsing error. The anomaly only becomes apparent when the number is compared with other information. This is why Radient does not simply accept the reported value. Our validation algorithms cross-check individual holdings against multiple signals, including: - Historically disclosed values for the same security - Changes in reported share counts - Historical and period-end security prices - Portfolio-level values For example, if a manager's reported value for a security changes by three orders of magnitude while the reported share count and security price do not support that movement, the position is flagged for investigation. The objective is to identify these **order-of-magnitude anomalies before they enter the published dataset**. --- ### 3\. Historical consistency is a critical validation layer A filing should rarely be evaluated in isolation. Historical context provides another powerful way to identify incorrect data. Suppose a manager has historically reported between 25 and 40 unique positions per quarter and suddenly appears with 150 positions. That does not automatically mean the filing is wrong, but it is a strong anomaly that deserves investigation.The same applies to position values. If a $100 million position suddenly becomes $10 billion without a corresponding change in shares, security price, corporate action, or other filing information, the change needs to be investigated rather than blindly published. This is why Radient's pipeline compares current filings with the manager's historical disclosures. **The historical record becomes part of the validation process.** --- # Why these errors matter downstream The impact of a bad 13F record is rarely limited to one row. Most institutional users do not consume a single filing. They build datasets and models on top of thousands of filings across managers and time. A single incorrect holding can therefore propagate into multiple downstream calculations. ### Institutional ownership A mis-scaled position changes the manager's portfolio value and consequently its calculated weight in ranked institutional holder tables. ### Quarter-over-quarter flows Flows are calculated as: Position(t) − Position(t−1) If a restatement is mishandled, the resulting difference can look like a trade that never happened. A manager may appear to exit and subsequently re-enter a security even though the apparent trade is simply an artifact of how the filings were reconstructed. ### Institutional ownership percentages 13F option positions are reported in terms of the underlying security's share equivalents. Treating these as ordinary common-stock positions without accounting for the instrument type can produce misleading ownership calculations. ### Shared investment discretion Multiple managers can report the same position under shared investment discretion. Without correctly resolving the relevant filer and other-manager information, the same economic position can be counted multiple times. The further downstream the data travels, the harder these errors become to detect. By the time an incorrect position has been incorporated into a **crowding score, consensus score, ownership percentage, or portfolio factor**, the original anomaly can be averaged into a number that looks completely reasonable. **That is the dangerous part of data quality.** --- # How Radient ensures high-precision 13F Dataset? Reliable holdings data requires considerably more than parsing the SEC information table. At Radient, our 13F processing and validation includes several layers. ### Security mastering CUSIP is an important reported identifier, but it is not necessarily a permanent identifier for a security across its entire history. CUSIPs can change following corporate actions, reorganizations and other events. We validate reported identifiers and map securities to stable internal identifiers so that the same economic security can be consistently tracked across historical filings. ### Corporate-action adjustment Splits, mergers, ticker changes and share-class reorganizations can create artificial breaks in a holdings time series. Historical share counts need to be interpreted in the context of these events so that a corporate action is not incorrectly interpreted as a portfolio transaction. ### Entity resolution CIK provides an important anchor for identifying a filer, but manager names can change and large investment organizations may have multiple filing entities. We connects individual filers to the appropriate managers or manager family. ### Amendment resolution We distinguish between additional-holdings amendments and true restatements and reconstruct the portfolio accordingly. This is particularly important when building historical holdings and quarter-over-quarter position changes. ### Confidential treatment Some holdings can initially be withheld from a filing and subsequently disclosed through an amendment. When those holdings become available, they need to be incorporated into the historical dataset. This can also change previously calculated historical flows, which makes proper versioning and historical reconstruction important. Radient accounts for all these cases. ### Cross-filing validation Finally, individual holdings are checked against historical disclosures, security prices, share counts and portfolio-level information. Large changes that cannot be explained by the underlying data are flagged rather than automatically published. The result is a dataset that is **cleansed, identifier-mastered, corporate-action adjusted and amendment-resolved before it reaches the end user.** --- # N-PORT: Holdings data at a much larger scale N-PORT presents similar challenge but much larger at scale. While 13F provides institutional investment manager-level holdings on a quarterly basis, N-PORT operates at the **fund and series level** and provides much more granular portfolio information. The resulting data volume is substantially larger, and the underlying schema introduces additional complexity. N-PORT portfolios can contain a wide range of instruments, including equities, fixed income, derivatives, repos and private placements. Not every instrument has a clean CUSIP or ISIN that can simply be mapped to an equity security master. For a usable dataset, the raw filing information needs to be parsed, normalized and linked across the relevant entities. This requires dedicated validation around the underlying fund, security and reporting information rather than treating the filing as a flat table of positions. At Radient, we also link N-PORT series back to **Form ADV**, creating a connected layer across: **Fund → Adviser → Portfolio → Security → Historical Holdings** This relationship is particularly useful for data teams that need to move between fund-level characteristics and the underlying portfolio rather than maintaining separate disconnected datasets. --- # From SEC filings to research-ready holdings data The distinction we make at Radient is between **filing ingestion** and **data reconstruction**. Downloading a filing answers one question: **Did we receive the source document?** A reliable holdings dataset requires answering several more: - Did we interpret the filing correctly? - Was the value denomination handled correctly? - Was an amendment an additional filing or a restatement? - Were duplicate positions resolved? - Were corporate actions accounted for? - Was the security mapped correctly? - Was the manager mapped to the right entity? - Does the position make sense relative to historical disclosures? - Does the reported value reconcile with shares and price? - Has a subsequent filing changed the historical record? These checks happen upstream of what the customer receives.The goal is not simply to ingest every filing. The goal is to correctly reconstruct the holdings represented by those filings.This matters because holdings data is rarely the final output. It becomes the foundation for institutional ownership research, portfolio analytics, manager screening, crowding analysis, consensus signals, factor models and systematic investment research. A small error at the filing level can therefore become a much larger error in the model built on top of it. --- ### About the Author [![Radient AI](https://info.radientanalytics.com/hubfs/radientlogo.png)](https://info.radientanalytics.com/hubfs/radientlogo.png) Radient applies cutting-edge technology to dramatically simplify asset management workflows around investment decisions, due diligence, process automation and industry research. It combines financial data acquisition, risk-based investment analytics, portfolio construction, with tailored investment insights and recommendations. 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The Site may contain links to third-party sites, which are not subject to this Privacy Policy. We recommend that you read the privacy policy of any such sites that you visit. By using our Site or registering to use the Site, you are consenting to the personal information collection, use, andxz sharing practices described in this Privacy Policy. What Information Do We Collect? Personal Information means any information that may be used to identify an individual which because of name, personal profile, contact information, number, symbol, mark, email address, home or other physical address, or other identifier, can be used to identify that individual. When you visit our Site, you may provide us with personal information you knowingly choose to disclose that is collected on an individual basis and information that is aggregated or anonymized as you and others use our Site. We collect IP addresses for Site security and to help us understand how people use the Site so that we can improve the Site and our users' respective experiences. For similar quality reasons, we use a feature known as a "cookie." Cookies contain bits of information that websites transfer to your computer's hard drive for record-keeping purposes. Cookies can make the Web more convenient by storing information about your preferences on a site. Although we may assign your browser a cookie, the cookie does not tell us who you are. Only you can tell us that. Besides cookies, we may also use tiny electronic images (called "single-pixel GIFs" or "Web beacons"), which allow us to count users who have visited specific pages or access certain cookies. We may use single-pixel GIFs in the following ways: To count and recognize users To conduct research and for auditing purposes. To determine aggregate information about users, including demographic and usage information. Third parties may also use single-pixel GIFs as part of their publications available on our Site. In general, any electronic image viewed as part of a Web page can act as a Web beacon. We also use server logs and Web traffic analytic services to collect information about how our Site is used. The information collected may include the time, date, and page views. We collect specific data about your use of our publications, including the pages accessed by your username and when you accessed them. This information is used to confirm compliance both with your specific subscription plan and with our third party data providers. The usage information also allows us to ensure that the information we are providing is what our users want. We record user submitted information in the in-line email system in order to handle with any issues in the data submitted by you. We have a record of your responses in a database. That information may include: first and last name, phone number, email address, and any comment you have entered into the form. If you become a registered User, we need to collect registration and billing information. To register for an account, we collect information such as your username, password, and email address. If you provide us with a billing address, we may infer that it may be your residence. If you register using a third party account such as LinkedIn, Facebook, or Google, then we will collect data and information from such parties if you give permission to those third parties to share your information with us. We or a third-party billing service may collect billing information for you such as your name, address, email address, and the financial information needed to process your method of payment (e.g., credit card, wire, or check). If you send us email, we may retain the content of your messages together with your email address and our responses. These will be subject to our normal email retention policies for such communications. We collect data from the applications and devices that you are using to access our site. This may include your IP address and browser which may also allow us to infer your geographic location. If you use a third party source that refers you to our site through an email or a link on another website, we may record information about the third party source that referred you. How Do We Protect Children? We operate our sites in compliance with the Children's Online Privacy Protection Act and it is our policy not to knowingly collect or use personally identifiable information from anyone under 13. However, you should be aware that we assume that any communications submitted through email or an online transaction are from an adult. How Do We Use Your Information? We use the Personal Information that you provide to us in different ways. You agree that we may use your Personal Information to: 1.provide the services and customer support you request; 2.process, confirm, and provide you access to the subscriptions that you have registered for; 3.facilitate account creation and the logon process; 4.resolve disputes, collect fees, contact you about your service or account, and troubleshoot problems; 5.prevent potentially prohibited or illegal activities, and enforce our Site policies; 6.notify you of important changes to our Site; 7.customize, measure, and improve our services, content, and third-party publications; 8.tell you about targeted marketing, service updates, and promotional offers based on your specific preferences (if you would prefer not to receive such communications you can use our Opt-Out email address: info@radientanalytics.com along with “Unsubscribe” in the subject line; 9.comply with applicable laws including, but not limited to, responding to legal requests; 10.compare your information for accuracy, and verify it with third parties; 11.create new services, features, and content; and 12.create analytics from aggregated or anonymized use of the Site. 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If you agree to allow a third-party to contact you for marketing purposes through our Site, you may later revoke such permission; however, if you want the third party to stop sending you marketing communications, you will need to contact the third party directly. We may share aggregated or anonymized Personal Information with third parties to (i) improve our services, (ii) promote our services, or (iii) offer new services, analytical tools, or data. We may also share broad aggregate demographic data and related usage information with our business partners. This aggregate information does not contain any Personal Information that can identify an individual user. Although advertisers may display advertisements of our services on other websites and we may request that they deliver those advertisements based on the presence of a cookie, we will not share any other information with the advertiser. If your employer has subscribed on your behalf, your employer may provide us with limited Personal Information to enable your access. Your employer may also require us to provide information about your use of the services, for example how often you use the subscription that they have purchased for you. Under such circumstances, we may provide your employer with such personally identifiable information. We may also contact your employer if we have any issues with your compliance with the Terms of Use. Risk Advisors may share your information if all or substantially all of our assets are acquired by or merged with another company, our company is reorganized, or our business changes. Under such circumstances, you expressly consent to Risk Advisors transferring your Personal Information to the new owner or successor entity so that it may continue to provide you with services. Where applicable, Risk Advisors will notify the appropriate agencies of such a transfer to comply with applicable data protection and privacy laws. Risk Advisors does not intend to transfer Personal Information without your consent to third parties who are not bound to act on Risk Advisors' behalf unless such transfer is legally required We may disclose your Personal Information if we have a good faith belief that disclosure of such information is helpful or reasonably necessary to (i) comply with any applicable law, regulation, legal process or governmental request, (ii) enforce our Terms of Use including investigations of potential violations thereof, (iii) detect, prevent, or otherwise address fraud, security or technical issues, or (iv) protect against harm to the rights, property or safety of Risk Advisors, its users, yourself or the public. How Secure Is The Information We Collect? Risk Advisors is committed to preventing the loss, misuse, and alteration of the personal information in our possession. However, as you know, third parties may unlawfully intercept or access transmissions or private communications, and other users may abuse or misuse Personal Information that they collect from the Site. Therefore, although we work very hard to protect your privacy, we do not promise, and you should not expect, that your Personal Information or private communications will always remain private. If you are paying with a credit card, payment transactions are conducted in a Secure Socket Layer (SSL) session, which encrypts all transaction data for transmittal in a format that helps reduce the chance of theft of the information. The website securely transmits your payment information to Stripe (stripe.com) which manages and provides approval for the transaction. While on a secure page, most modern browsers will let you know that you are in a secured session. Our servers are located in a secure, supervised environment. Personalized areas of the Site are password-protected. Only you have access to these password-protected areas. Do not share your passwords with anyone. Risk Advisors will never ask you for your password in an unsolicited phone call or email. If you are using a computer that others have access to, always remember to log out, clear the cache, and close your browser window when leaving the Site. How Do We Use Cookies? › IP ADDRESSES Your Web browser or email application automatically provides your Internet Protocol address ("IP address") to other computers with which you communicate over the Internet, so that they know where to send you information. We receive an IP address each time you view one of our Web pages, because the browser automatically reports it to us. If you are a Registered User, we also may store the IP address when you register with Risk Advisors or utilize the Site to advertise your products. We may use IP addresses for various purposes, including: Diagnosing service or technology problems. Assessing and maintaining system security. Displaying the most appropriate advertising or content. Studying how people use the Site and how we can improve it. Reporting to advertisers about aggregate, but not individual, information derived from IP addresses. › COOKIES Cookies may be used on the Site in the following ways: If you are a user, we may use cookies to access your stored account information automatically when you log on to the Site, in order to deliver a better and more personalized service. For instance, we may use cookies to allow you to access your account information automatically, as well as make changes to your Personal Information. Also, our search engines may use cookies to expedite your search for content or products. We may use cookies to improve our services by making them more relevant to our users. The unique cookie that is given to each browser accessing Risk Advisors is used to determine your usage patterns and help us target content and ads based upon user interests. We may use cookies to authenticate user identity and confirming where and whether you are currently logged in thereby making our Site more secure. Some of our advertisers use third-party networks to serve their advertisements on the Site. Often, these third-party advertising companies use cookies, Web beacons, and similar technologies to measure advertisement effectiveness. We do not control, nor do we have access to, their cookies or the information they obtain. Use of their tracking technology is subject to their own privacy policies. If you would like more information about the privacy policies of third-party advertising networks, including information on how to opt out of their tracking methods, check out http://www.networkadvertising.org/optout\_nonppii.asp. Most browsers are set up to accept cookies, but you can configure yours to refuse cookies or notify you when you've received one. Browsers differ, so check your "Help" menu to learn how to change your cookie preferences. If you reject cookies on the Site, though, you may not be able to access some areas of the Site or use some of its features. How We Respond To "Do Not Track" Signals? We do not respond to DNT signals. How Can You Protect Your Account? While we do our best to protect Personal Information, Risk Advisors cannot ensure or warrant the security of any information you transmit to us, and you do so at your own risk. You are responsible for maintaining the secrecy of any password and/or account information. If your password has been compromised for any reason, you should immediately notify us and change your password. Please be careful and responsible whenever you are online, especially when using a computer that other people can use also. Blogs And Other Areas For Community Comments Risk Advisors may offer you access to blog or other areas where you can comment with other users in a controlled environment within your entity. You acknowledge that any information you submit may be read, used, and collected by other users who access such areas. Risk Advisors does not make any representations or warranties as to the accuracy of such information. We are not responsible for any Personal Information you share in such areas of our Site. Retention, Transfer, And Storage Of Your Personal Information To The U.S. And Other Countries Your Personal Information may be stored in or transferred to any country where Risk Advisors or its partners or affiliates has offices, employees, or sub-contractors. By subscribing to our Site, you consent to the storage or transfer of your Personal Information outside your country of residence. Personal Information that you submit or that we collect through our Site is retained in accordance with Risk Advisors’ records retention and disposition policies. If you would like more information regarding this, you may contact the privacy policy contact listed in this policy. General We may amend this policy from time to time. If we decide to change our privacy policy, we will post those changes to this privacy statement, the homepage, and other places we deem appropriate so that you are aware of what information we collect, how we use it, and under what circumstances, if any, we disclose it. We reserve the right to modify this privacy statement at any time, so please review it frequently. If you continue to use the subscription after the changes, you are deemed to have consented to such changes. If we determine that the changes are material to this policy, we will notify you here, by e-mail, or by means of a notice on our homepage and if they require your express consent, we will provide you a reasonable period of notice to consent to such changes before they are effective. If you continue to use your subscription after any notice period of material changes, you will be deemed to have expressly consented to the privacy policy changes. If you have any questions that are not answered online, you may write to us at: Radient 369 Lexington Avenue #3136, 3rd Floor New York, NY 10017 or email us: support@radientanalytics.com Close