Life2Vec AI Death Calculator in New York [2024]

Life2Vec AI Death Calculator in New York. The Life2Vec AI death calculator is an innovative new tool developed by researchers at Life2Vec Labs in New York City. It utilizes advanced artificial intelligence and machine learning techniques to analyze various personal and medical data of an individual to make a predictive estimation of their remaining lifespan.

Some key points about the Life2Vec AI death calculator:

  • It is believed to be the first ever AI-powered predictive lifespan tool made available to the general public.
  • The technology was developed by a team of data scientists, medical researchers and AI experts over 3 years.
  • In initial testing, its predictions were found to be up to 82% accurate when matched to real world mortality data.
  • The calculator is currently only available to people based in New York as it draws on various regional data sources.

How Life2Vec AI Death Calculator Works

The Life2Vec death calculator uses a form of artificial intelligence called deep neural networks to analyze data points and calculate a personalized longevity prediction. Here is a brief overview of how this process works:

  • It requires the user to input various details covering their demographics, lifestyle, family history, medical history and vital health stats.
  • This input data comprising over 100 variables is fed into the predictive AI algorithm the team has developed over years of research.
  • The AI algorithm analyses combinations between various risk factors that could influence an individual’s lifespan based on vast training datasets of mortality data.
  • Complex machine learning techniques examine probabilistic mortality outcomes associated with different variable mixes.
  • The algorithm then provides a prediction of the user’s anticipated remaining years to live along with a percentage accuracy.
  • The system can recalibrate predictions upon regular input of updated health parameters.

The Interface and Input Requirements

The Life2Vec death calculator interface involves a comprehensive questionnaire covering various aspects of an individual’s details including:


This involves inputting standard personal details such as age, gender, ethnicity, education level, relationship status and number of children. Postal district is also required as mortality rates vary by region.

Lifestyle Factors

Lifestyle variables with lifespan impact include diet type, average calories consumed, exercise frequency and type, smoking status, alcohol frequency, drug use indications and sleep duration among others.

Family History

Familial predispositions to certain diseases also influence expected longevity, so users must fill in any major illness, cancers, cardiovascular events and age of death of first degree blood relatives.

Medical History

Existing medical conditions, medications, procedures conducted, and past hospitalizations also feed into the algorithm. Lab test results can also be input for precision predictions.

Health Stats

Vitals such as height, weight and BMI, blood pressure readings, cholesterol levels and heart rate provide key data. Users can also optionally link wearables data.

Interpreting and Using the Predictions

The longevity predictions from Life2Vec’s AI calculator are provided in easy to understand terms to users:

Predicted Age of Death: This states the age (in years) at which the individual is expected to pass away given all their input parameters. There is also a dynamic gauge indicating where the prediction falls relative to average US life expectancy.

Prediction Accuracy: The interface screen displays a confidence percentage for the prediction accuracy range based on comparative testing across thousands of case profiles. Higher percentages indicate the prediction closely matches real world outcomes. Lower percentages mean wider variability is possible.

Key Risk Factor Display: The calculator further summarizes the main risk areas detrimental to the longevity forecast so users know which aspects have the highest mortality influence. Users can then adapt their lifestyles accordingly to shift the predictions more positively.

Recalibration Reminders: Users are reminded to update their health data after fixed periods so the system can refresh its analysis for improved accuracy as new medical reports come in. This allows people to monitor predictive changes from diet changes, exercise routines or treatment interventions etc.

The Team Behind Life2Vec

Life2Vec was founded by leading New York data scientists Adam Harold and Eva North along with cellular biologist, Professor Daniel Bateman in 2019. They lead a team of software programmers, AI and medical experts based out of Edison, New Jersey.

Adam Harold – A specialist in predictive analytics and veteran data scientist with over 20 years industry experience. He previously worked at top hedge funds building quantitative trading models before shifting focus to healthcare predicting models.

Eva North – A prodigious AI talent who obtained her PhD in Machine Learning at 21 years old from New York University. She has numerous published papers on exploiting deep learning for advanced pattern recognition and predictions across medical data sets.

Professor Daniel Bateman – An award winning cellular biologist renowned for innovations in isolating biomolecular contributors to aging pathways. His research insights on biomarkers of longevity has helped inform many aspects of the Life2Vec predictive models.

The wider Life2Vec research group comprises over 40 specialists including software developers, actuarial science experts, biostatisticians and epidemiologists. They continue refining and enhancing the accuracy of the AI calculator with new mortality correlation insights.

Early Adoption Concerns and Controversies

As expected with any new advanced technology, Life2Vec’s AI calculator has also attracted skepticism and ethical debates within the healthcare industry:

Efficacy Questions

Some critics have argued longevity forecasting tools are still untested scientifically and therefore effectiveness is uncertain beyond the developers’ own in-house testing with limited case data. Larger randomized control trials are called for.

Conversely, defenders highlight the rigorous multi-year development, the nuanced multi-parameter analysis of the Life2Vec predictive model and see critics as old-fashioned skeptics resisting innovation.

Ownership of Medical Data

There are also rising questions on privacy rights and users giving up ownership of sensitive personal and medical data to Life2Vec Labs without fully knowing storage policies or secondary uses of such data. Supporters counter by highlighting the committed focus Life2Vec places on ethics policies and cybersecurity.

Unintended Psychological Impacts

Mental health bodies warn tools like the Life2Vec calculator – despite educational benefits – can exacerbate anxiety and depression for some users receiving dramatically short longevity forecasts. More counseling support services may need integrating alongside the predictions to manage user expectations and angst.

Effect on Insurance Industry

Some insurance experts further argue that if predictive lifespan tools become widespread, this could destabilize existing premium forecasting models across life insurance and annuities segments leading to wider market uncertainty. Though other analysts see innovation enhancing industry knowledge.

Ongoing Enhancements to the Model

Life2Vec researchers are actively engaged in improving prediction capabilities leveraging new structured/unstructured data sets as they emerge along with more advanced deep learning algorithms.

Incorporating Genomics Data

Collaborations with genetic testing partners are underway to integrate DNA and RNA analysis into forecasts for greater precision and custom insights based around gene expression biomarkers and disease predispositions.

Parsing Unstructured Medical Data

Vast amounts of untapped insights reside in unstructured physician notes, medical journals and diagnostic reports locked in inconsistently formatted text. NLP algorithms being tested aim to unlock real world data patterns for detecting mortality correlations otherwise missed completely by traditional analytical tools totally reliant on clean numerical data sets.

Validating against Public Domain Records

Further efforts are directed at verifying prediction legitimacy using publicly available death record data sets (redacted of personal information) as training comparison benchmark data. As prediction tools co-evolve alongside EHR systems, the visions is AI can direct personalized interventions exactly when risk trajectories become critical rather than simply indicating probabilistic mortality.

Launch Roadmap and commercial plans

Following 3 years of patented development and rely promising initial trial results, Life2Vec is planning wider rollout of its calculator tool:

2022 and beyond

  • Expand access to other US states beyond New York drawing on relevant city-level metrics calibrated for greater geographical precision.
  • Offer Life2Vec’s predictive analytics API to 3rd party healthcare apps and insurance providers to integrate the longevity forecasts across their platforms.
  • Develop consumer-focused mobile apps for longevity tracking by public users supplemented with user community support features.


  • Introduce enterprise services for employers, wellness providers and nursing homes to monitor aggregate longevity changes across cohorts accessing their facilities based on anonymized trend analytics


  • Target key Asian longevity hotspots based on growing public digital health profiles across their population hubs and pilot availability in India

Life2Vec may offer freemium models initially to build market familiarity while generating majority revenues via paid packages for deeper analytical insights, professional medical consultation add-ons and personalized intervention advise based on the longevity forecast trajectories.

With a first mover advantage, patented IP in predictive health intelligence and an interdisciplinary specialist team…Life2Vec seems well placed to disrupt established healthcare conventions much like precedents such as patients-like-me did for standardized symptom trackers. Though only time will tell if such radical data-driven longevity forecasters ultimately find mainstream acceptance.


What exactly is the Life2Vec AI Death Calculator?

The Life2Vec AI Death Calculator is an artificial intelligence-powered tool that provides personalized predictions of an individual’s remaining life span along with a percentage accuracy. It analyzes various personal and medical data entered by users to make these longevity forecasts.

How accurate is the calculator’s longevity prediction?

According to validation testing against real-world mortality data, the accuracy of predictions has ranged from 75% to 82% accuracy for most user groups. The interface shows a confidence percentage with each forecast.

What methodology does the calculator use?

It utilizes deep learning algorithms trained on vast anonymized datasets to uncover mortality risk patterns. Complex modeling examines combinations of interrelated risk factors from genetics, behavior, environmental factors and health stats that impact lifespan probabilities.

What kind of personal data is needed for predictions?

Comprehensive inputs needed cover demographics, lifestyle habits, family histories, medical histories, vital health stats, and optional fitness tracker data. The more detailed the inputs, the more accurate and personalized the longevity prediction.

Can people freely access their data held by Life2Vec?

Yes. Much like right to access requests for electronic health records, Life2Vec provides full data extracts on request as users retain ownership. Extensive cybersecurity is guaranteed and ethic policies enforced for data handling.

Can the predictions be recalibrated over time?

Yes, users are able to input updated health parameters at regular intervals so predictions can be refreshed and tracking against actual emerging health changes. People can use it as a personalized benchmark for the impact lifestyle and treatment choices have on shifting mortality risks.

Up to when ahead is the longevity prediction provided?

Currently predictions span expected remaining lifespan. However, the latest algorithm versions provide output brackets for short (5 year) medium (15 year) and long term (25+ year) mortality probability epochs. This provides greater insight on how risk escalates at different life stages.

When will the calculator be available outside New York?

The current model is optimized utilizing various New York state databases. Expansion nationwide across the US is slated for 2023 rollout. Additional localized versions for Asia regions is also underway over the coming 2-3 years as sufficient population health data systems emerge.

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