In parallel to this growth of topline and increasing efficiencies, our gross loss ratio declined steadily from 161% in 2017, to 113% in 2018, to 79% in 2019 and to 72% for the three months ended March 31, 2020. See "Management's Discussion and Analysis of Financial Condition and Results of Operations — Key Operating and Financial Metrics." Seems like a struggle to get to profitability. With the ratio of closing the g…
Lemonade files S1
61–70 of 194 posts
Re: Lemonade files S1
#62Re: Lemonade files S1
#63You only make insurance cheaper by charging risky people more. Right now it is mostly laws that protect categories of people that keep insurance companies from charging people more. What’s the plan here, use machine learning in a “hands off” way with a black box algorithm to apply pricing discrimination in a way that a human could not because of regulation?
I'm tangentially involved in the insurance space and I believe Lemonade is trying to use machine learning to process claims because: - Processing claims with humans is expensive; every step that can be accomplished by a computer will probably be cheaper. - A claim processed via ML will probably be handled fast. A fast response = happy customer, which helps with retention. This is a big one. - A claim that is processe…
Re: Lemonade files S1
#64Re: Lemonade files S1
#65Earlier quoted context omitted.
At most big old and public insurance companies, claims payable represents a significant chunk of expenses, but not even close to 100% (it's closer to 60-70%). The rest is, generally, "administration" (humans processing papers, and managing humans processing papers, in cushy offices). This is where better technology can result in lower costs. It's a volume/unit-cost game. Their unit cost per person is maybe a few cent…
> At most big old and public insurance companies, claims payable represents a significant chunk of expenses, but not even close to 100% (it's closer to 60-70%). By law, it's required to be at least 80%.
Re: Lemonade files S1
#66> If there's money leftover, we give it back to causes I grabbed that quote from the web site. With State Farm if there is money left over they give it back. While donating to causes is great, since you want to avoid doing that it just looks like marketing. We've really bad fires in CA in the last few years. I think claims were in the $12B range from the 2018 fires. What happens to Lemonade when there is a mass causa…
I'm not too knowledgeable about insurance in general, but from the S1 they say "At Lemonade, excess claims are generally offloaded to reinsurers". So, I'd assume if too many people start making claims, they themselves have insurance against that happening.
Re: Lemonade files S1
#67They've somehow managed to build an insurance company that loses money. Incredible.
Re: Lemonade files S1
#68You only make insurance cheaper by charging risky people more. Right now it is mostly laws that protect categories of people that keep insurance companies from charging people more. What’s the plan here, use machine learning in a “hands off” way with a black box algorithm to apply pricing discrimination in a way that a human could not because of regulation?
Re: Lemonade files S1
#69Earlier quoted context omitted.
At most big old and public insurance companies, claims payable represents a significant chunk of expenses, but not even close to 100% (it's closer to 60-70%). The rest is, generally, "administration" (humans processing papers, and managing humans processing papers, in cushy offices). This is where better technology can result in lower costs. It's a volume/unit-cost game. Their unit cost per person is maybe a few cent…
> At most big old and public insurance companies, claims payable represents a significant chunk of expenses, but not even close to 100% (it's closer to 60-70%). By law, it's required to be at least 80%.
Re: Lemonade files S1
#70Earlier quoted context omitted.
Which creates a perverse incentive for insurers not to care about payouts (If you want to increase profits, you have to increase payouts) -- so long as they can compete on costs with other insurers.
> Which creates a perverse incentive for insurers not to care about payouts Yes, this is a common criticism of the ACA.
Controlling medical expenses isn't easy. Neither is getting admin + overhead under 10%. You need both to get a reasonably profitable insurance product.