Broker performance analysis solution: Analyzing broker performance as an insurance carrier

Reading Time: 4 minutes

Most, if not all, large insurance and re-insurance carriers today work with brokerage agencies to grow their books and ensure a healthy stream of business. Depending on the carrier size, they might often work with dozens of agencies spread across the globe, each with its own operating processes and ways of working. For broker managers, monitoring agency performance and working with them to target the right lines of business, suitable policies and the right customers can be a nightmare. The need to be able to quickly analyze broker performance and take corrective actions to meet submissions. As such, underwriting targets is critical. Lumin’s Decision Intelligence capabilities make this task considerably simpler. Let’s dive in.

Data used

We will look at how portfolio managers can analyze broker performance over time and make decisions to improve underwriting. The data for this solution consists of:

  • Policy Submission: This includes key measures such as Written and Gross Premiums, Deductions, Commissions and others
  • Key dimensional information around the policy: This includes insured party details, the specific line of business, the type and nature of policy (new vs renewed) and dates of inception, renewal and expiry, etc.
  • Key dimensional information around the Broker Agency: This includes their name, location, business lines, etc.

To power up the broker performance analysis solution, this data can be situated in any major cloud and on-premise data sources to which Lumin connects.

Exploration on Lumin

We can begin exploring our sample data by looking at the biggest brokers who we work with. Let’s start by asking Lumin some questions.

“What is the share of submissions across brokers?”


Image 1: Share of submissions across brokers

In February 2023, Broker A brought nearly half of all submissions. Let’s analyze Broker A performance over a period of time. This time we’ll look at the dollar value of the business that this broker brought and compare it over the same period last year.

“What is the Broker A GWP YTD 2023 vs. the prior year?”

We find a positive trend when comparing Broker A’s performance to the prior year. This broker has increased their overall business, measured as Gross Written Premiums (GWP), compared to last year’s period. It will be interesting to see which regions contributed to this growth and by how much. Let’s pose our next question to Lumin.

Image 2: Broker A GWP vs. prior year

What is the Growth contribution to Broker A GWP in YTD 2023 across regions?

Image 3: Regions contributing to Broker A GWP Growth>

This question revealed that EMEA and APAC contributed significantly to Broker A’s premium growth, while LATAM premiums actually fell by around 20%. This is cause for concern and requires a deep dive into the region. Let’s use Lumin’s diagnostic capability to do this.

Why did Broker A LATAM GWP decrease in YTD 2023?

Image 4: Diagnostics of LATAM Premiums for Broker A

The deep dive of the LATAM Region identifies the key sub-regions and the lines of business where the drop has come from. The key drivers model of Lumin has also picked up the specific reductions in the renewed business and the new business that has impacted this drop in overall premiums. With the drivers now identified, we can simulate the impact of increased focus on renewals on the overall premiums. One such scenario is shown here, where we see a 20% increase in renewals. Even if new business were to drop by 10%, it would still result in a 9% bump in Gross Premiums.

Image 5: Simulation on Increased Renewals

Through this analysis journey, we have gotten closer to a decision with each question. Having our agencies focus on renewals within specific portfolio types will likely get us the best return on our investments.

This type of analysis would typically take business teams several hours, if not days, to perform. On Lumin, it’s a matter of minutes.

Autonomous business insights

Using Lumin’s Signals, insurers can stay on top of their metrics and be alerted if they breach pre-defined business thresholds. Lumin seamlessly tracks the movement of these metrics, looking for statistical anomalies or “unexpected movements.” It then nudges the user as soon as they log in. Here’s an example of a nudge on premiums from North America.


Image 6: Nudge on North America Premiums

Lumin not only called out the sharp increase but went a level deeper in telling us what caused it.

Predicting future business

While we have most of our key decision inputs, it’s also important to get a view of what will happen if the current scenario continues. Let’s ask the right questions.

What will be Broker A’s premiums over the next three months?


Image 7: Forecast of Broker A Premiums

This forecast run, on-the-fly, confirms our earlier analysis that decisions must be made quickly as GWP is expected to fall over the next few months.

The Lumin solution

This pathway discussed demonstrates how Lumin enables more robust decision-making for broker and portfolio managers. It provides key decision inputs directly to businesses. This can range from offering end-to-end analysis of past performances, generating root-causing trends in minutes or simulating the correct path for maximizing broker submissions and overall underwriting.

Learn more with us at Lumin by Fosfor.

Author

Aditya Balaraman

Head of Solutions, Fosfor

Aditya is our Head of Solutions with 11 years of experience in Analytics, Retail and Commercial Banking, and Fintech. He works with Fosfor customers to help them monetize the value of their data, with a specific focus on clients in Banking, Financial Services, and Insurance.

More on the topic

Read more thought leadership from our team of experts

Introduction to Decision Intelligence and its tools

The pandemic has completely transformed the way we live life and do business. Over the last two years, we have learned how important it is to be flexible and agile in our decision-making. According to a recent survey by Gartner, "65% of respondents said the decisions they make are more complex than just two years ago, and 53% said they face more pressure to explain or justify their decisions."

Read more

Accelerate your production ML journey with Refract

As we all know, production ML (Machine Learning) is more engineering than machine learning. Building a prototype in machine learning has become very simple nowadays, all thanks to different open-source projects like sci-kit, TensorFlow, Keras, etc. But operationalizing that model to get the insights from the model which can be used in day-to-day business decisions is challenging and needs more engineering knowledge than data science knowledge.

Read more

How modern data platforms are enabling enterprise DataOps

With the ever-increasing volume and complexity of data, extracting value from it has become more challenging. Organizations are facing challenges in providing the right set of data to the right team while maintaining data security at the same time. This presents an opportunity for organizations to become agile with their data management solution, provide the right data set to the correct domain team, and ensure collaboration among teams to get the maximum out of their data.

Read more
We use cookies to personalise content and ads, to provide social media features and to analyse our traffic. We also share information about your use of our site with our social media, advertising and analytics partners. View more
Cookies settings
Accept
Privacy & Cookie policy
Privacy & Cookies policy
Cookie name Active

What is a cookie?

A cookie is a small piece of data that a website asks your browser to store on your computer or mobile device. The cookie allows the website to “remember” your actions or preferences over time. On future visits, this data is then returned to that website to help identify you and your site preferences. Our websites and mobile sites use cookies to give you the best online experience. Most Internet browsers support cookies; however, users can set their browsers to decline certain types of cookies or specific cookies. Further, users can delete cookies at any time.

Why do we use cookies?

We use cookies to learn how you interact with our content and to improve your experience when visiting our website(s). For example, some cookies remember your language or preferences so that you do not have to repeatedly make these choices when you visit one of our websites.

What kind of cookies do we use?

We use the following categories of cookie:

Category 1: Strictly Necessary Cookies

Strictly necessary cookies are those that are essential for our sites to work in the way you have requested. Although many of our sites are open, that is, they do not require registration; we may use strictly necessary cookies to control access to some of our community sites, whitepapers or online events such as webinars; as well as to maintain your session during a single visit. These cookies will need to reset on your browser each time you register or log in to a gated area. If you block these cookies entirely, you may not be able to access gated areas. We may also offer you the choice of a persistent cookie to recognize you as you return to one of our gated sites. If you choose not to use this “remember me” function, you will simply need to log in each time you return.
Cookie Name Domain / Associated Domain / Third-Party Service Description Retention period
__cfduid Cloudflare Cookie associated with sites using CloudFlare, used to speed up page load times 1 Year
lidc linkedin.com his is a Microsoft MSN 1st party cookie that ensures the proper functioning of this website. 1 Day
PHPSESSID ltimindtree.com Cookies named PHPSESSID only contain a reference to a session stored on the web server When the browsing session ends
catAccCookies ltimindtree.com Cookie set by the UK cookie consent plugin to record that you accept the fact that the site uses cookies. 29 Days
AWSELB Used to distribute traffic to the website on several servers in order to optimise response times. 2437 Days
JSESSIONID linkedin.com Preserves users states across page requests. 334,416 Days
checkForPermission bidr.io Determines whether the visitor has accepted the cookie consent box. 1 Day
VISITOR_INFO1_LIVE Tries to estimate users bandwidth on the pages with integrated YouTube videos. 179 Days
.avia-table-1 td:nth-of-type(1):before { content: 'Cookie Name'; } .avia-table-1 td:nth-of-type(2):before { content: 'Domain / Associated Domain / Third-Party Service'; } .avia-table-1 td:nth-of-type(3):before { content: 'Description'; } .avia-table-1 td:nth-of-type(4):before { content: 'Retention period'; }

Category 2: Performance Cookies

Performance cookies, often called analytics cookies, collect data from visitors to our sites on a unique, but anonymous basis. The results are reported to us as aggregate numbers and trends. LTI allows third-parties to set performance cookies. We rely on reports to understand our audiences, and improve how our websites work. We use Google Analytics, a web analytics service provided by Google, Inc. (“Google”), which in turn uses performance cookies. Information generated by the cookies about your use of our website will be transmitted to and stored by Google on servers Worldwide. The IP-address, which your browser conveys within the scope of Google Analytics, will not be associated with any other data held by Google. You may refuse the use of cookies by selecting the appropriate settings on your browser. However, you have to note that if you do this, you may not be able to use the full functionality of our website. You can also opt-out from being tracked by Google Analytics from any future instances, by downloading and installing Google Analytics Opt-out Browser Add-on for your current web browser: https://tools.google.com/dlpage/gaoptout & cookiechoices.org and privacy.google.com/businesses
Cookie Name Domain / Associated Domain / Third-Party Service Description Retention period
_ga ltimindtree.com Used to identify unique users. Registers a unique ID that is used to generate statistical data on how the visitor uses the web site. 2 years
_gid ltimindtree.com This cookie name is asssociated with Google Universal Analytics. This appears to be a new cookie and as of Spring 2017 no information is available from Google. It appears to store and update a unique value for each page visited. 1 day
_gat ltimindtree.com Used by Google Analytics to throttle request rate 1 Day
.avia-table-2 td:nth-of-type(1):before { content: 'Cookie Name'; } .avia-table-2 td:nth-of-type(2):before { content: 'Domain / Associated Domain / Third-Party Service'; } .avia-table-2 td:nth-of-type(3):before { content: 'Description'; } .avia-table-2 td:nth-of-type(4):before { content: 'Retention period'; }

Category 3: Functionality Cookies

We may use site performance cookies to remember your preferences for operational settings on our websites, so as to save you the trouble to reset the preferences every time you visit. For example, the cookie may recognize optimum video streaming speeds, or volume settings, or the order in which you look at comments to a posting on one of our forums. These cookies do not identify you as an individual and we don’t associate the resulting information with a cookie that does.
Cookie Name Domain / Associated Domain / Third-Party Service Description Retention period
lang ads.linkedin.com Set by LinkedIn when a webpage contains an embedded “Follow us” panel. Preference cookies enable a website to remember information that changes the way the website behaves or looks, like your preferred language or the region that you are in. When the browsing session ends
lang linkedin.com In most cases it will likely be used to store language preferences, potentially to serve up content in the stored language. When the browsing session ends
YSC Registers a unique ID to keep statistics of what videos from Youtube the user has seen. 2,488,902 Days
.avia-table-3 td:nth-of-type(1):before { content: 'Cookie Name'; } .avia-table-3 td:nth-of-type(2):before { content: 'Domain / Associated Domain / Third-Party Service'; } .avia-table-3 td:nth-of-type(3):before { content: 'Description'; } .avia-table-3 td:nth-of-type(4):before { content: 'Retention period'; }

Category 4: Social Media Cookies

If you use social media or other third-party credentials to log in to our sites, then that other organization may set a cookie that allows that company to recognize you. The social media organization may use that cookie for its own purposes. The Social Media Organization may also show you ads and content from us when you visit its websites.

Ref links:

LinkedInhttps://www.linkedin.com/legal/privacy-policy Twitterhttps://gdpr.twitter.com/en.html & https://twitter.com/en/privacy & https://help.twitter.com/en/rules-and-policies/twitter-cookies Facebookhttps://www.facebook.com/business/gdpr Also, if you use a social media-sharing button or widget on one of our sites, the social network that created the button will record your action for its own purposes. Please read through each social media organization’s privacy and data protection policy to understand its use of its cookies and the tracking from our sites, and also how to control such cookies and buttons.

Category 5: Targeting/Advertising Cookies

We use tracking and targeting cookies, or ask other companies to do so on our behalf, to send you emails and show you online advertising, which meet your business and professional interests. If you have registered on our websites, we may send you emails, tailored to reflect the interests you have shown during your visits. We ask third-party advertising platforms and technology companies to show you our ads after you leave our sites (retargeting technology). This technology allows us to make our website services more interesting for you. Retargeting cookies are used to record anonymized movement patterns on a website. These patterns are used to tailor banner advertisements to your interests. The data used for retargeting is completely anonymous, and is only used for statistical analysis. No personal data is stored, and the use of the retargeting technology is subject to the applicable statutory data protection regulations. We also work with companies to reach people who have not visited our sites. These companies do not identify you as an individual, instead rely on a variety of other data to show you advertisements, for example, behavior across websites, information about individual devices, and, in some cases, IP addresses. Please refer below table to understand how these third-party websites collect and use information on our behalf and read more about their opt out options.
Cookie Name Domain / Associated Domain / Third-Party Service Description Retention period
BizoID ads.linkedin.com These cookies are used to deliver adverts more relevant to you and your interests 183 days
iuuid demandbase.com Used to measure the performance and optimization of Demandbase data and reporting 2 years
IDE doubleclick.net This cookie carries out information about how the end user uses the website and any advertising that the end user may have seen before visiting the said website. 2,903,481 Days
UserMatchHistory linkedin.com This cookie is used to track visitors so that more relevant ads can be presented based on the visitor’s preferences. 60,345 Days
bcookie linkedin.com This is a Microsoft MSN 1st party cookie for sharing the content of the website via social media. 2 years
__asc ltimindtree.com This cookie is used to collect information on consumer behavior, which is sent to Alexa Analytics. 1 Day
__auc ltimindtree.com This cookie is used to collect information on consumer behavior, which is sent to Alexa Analytics. 1 Year
_gcl_au ltimindtree.com Used by Google AdSense for experimenting with advertisement efficiency across websites using their services. 3 Months
bscookie linkedin.com Used by the social networking service, LinkedIn, for tracking the use of embedded services. 2 years
tempToken app.mirabelsmarketingmanager.com When the browsing session ends
ELOQUA eloqua.com Registers a unique ID that identifies the user’s device upon return visits. Used for auto -populating forms and to validate if a certain contact is registered to an email group . 2 Years
ELQSTATUS eloqua.com Used to auto -populate forms and validate if a given contact has subscribed to an email group. The cookies only set if the user allows tracking . 2 Years
IDE doubleclick.net Used by Google Double Click to register and report the website user’s actions after viewing clicking one of the advertiser’s ads with the purpose of measuring the efficiency of an ad and to present targeted ads to the user. 1 Year
NID google.com Registers a unique ID that identifies a returning user’s device. The ID is used for targeted ads. 6 Months
PREF youtube.com Registers a unique ID that is used by Google to keep statistics of how the visitor uses YouTube videos across different web sites. 8 months
test_cookie doubleclick.net This cookie is set by DoubleClick (which is owned by Google) to determine if the website visitor’s browser supports cookies. 1,073,201 Days
UserMatchHistory linkedin.com Used to track visitors on multiple websites, in order to present relevant advertisement based on the visitor’s preferences. 29 days
VISITOR_INFO1_LIVE youtube.com 179 days
.avia-table-4 td:nth-of-type(1):before { content: 'Cookie Name'; } .avia-table-4 td:nth-of-type(2):before { content: 'Domain / Associated Domain / Third-Party Service'; } .avia-table-4 td:nth-of-type(3):before { content: 'Description'; } .avia-table-4 td:nth-of-type(4):before { content: 'Retention period'; }
Third party companies Purpose Applicable Privacy/Cookie Policy Link
Alexa Show targeted, relevant advertisements https://www.oracle.com/legal/privacy/marketing-cloud-data-cloud-privacy-policy.html To opt out: http://www.bluekai.com/consumers.php#optout
Eloqua Personalized email based interactions https://www.oracle.com/legal/privacy/marketing-cloud-data-cloud-privacy-policy.html To opt out: https://www.oracle.com/marketingcloud/opt-status.html
CrazyEgg CrazyEgg provides visualization of visits to website. https://help.crazyegg.com/article/165-crazy-eggs-gdpr-readiness Opt Out: DAA: https://www.crazyegg.com/opt-out
DemandBase Show targeted, relevant advertisements https://www.demandbase.com/privacy-policy/ Opt out: DAA: http://www.aboutads.info/choices/
LinkedIn Show targeted, relevant advertisements and re-targeted advertisements to visitors of LTI websites https://www.linkedin.com/legal/privacy-policy Opt-out: https://www.linkedin.com/help/linkedin/answer/62931/manage-advertising-preferences
Google Show targeted, relevant advertisements and re-targeted advertisements to visitors of LTI websites https://policies.google.com/privacy Opt Out: https://adssettings.google.com/ NAI: http://optout.networkadvertising.org/ DAA: http://optout.aboutads.info/
Facebook Show targeted, relevant advertisements https://www.facebook.com/privacy/explanation Opt Out: https://www.facebook.com/help/568137493302217
Youtube Show targeted, relevant advertisements. Show embedded videos on LTI websites https://policies.google.com/privacy Opt Out: https://adssettings.google.com/ NAI: http://optout.networkadvertising.org/ DAA: http://optout.aboutads.info/
Twitter Show targeted, relevant advertisements and re-targeted advertisements to visitors of LTI websites https://twitter.com/en/privacy Opt out: https://twitter.com/personalization DAA: http://optout.aboutads.info/
. .avia-table tr {} .avia-table th, .flex_column .avia-table td { color: #343434; padding: 5px !important; border: 1px solid #ddd !important; } .avia-table th {background-color: #addeec;} .avia-table tr:nth-child(odd) td {background-color: #f1f1f1;}
Save settings
Cookies settings