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Insurance Deductions as a Critical Bottleneck for Hospital Revenues: Evidence from Iran

This study conducted in Iran reveals that insurance deductions, particularly for drugs and consumables, significantly impact hospital revenues due to operational human errors and a flawed fee-for-service payment system, necessitating both procedural standardization and a macro-level overhaul of the payment model.

Original authors: Seyed Alireza Otobideh, Jalal Davoodi Lahijan, Bahram Nabilou, Hasan Yusefzadeh

Published 2026-09-16
📖 5 min read🧠 Deep dive

Original authors: Seyed Alireza Otobideh, Jalal Davoodi Lahijan, Bahram Nabilou, Hasan Yusefzadeh

Original paper licensed under CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/). This is an AI-generated explanation of the paper below. It is not written or endorsed by the authors. For technical accuracy, refer to the original paper. Read full disclaimer

Hospitals are the heavy lifters of any nation's health system, consuming a massive share of financial resources while trying to care for the sick. In many places, including Iran, the government and insurance companies pay for these services, but the transaction is rarely simple. Before a bill is fully paid, insurance companies review the detailed records of every patient's stay. If they find errors, missing information, or requests that do not match their rules, they cut a portion of the money they owe. These cuts, known as deductions, act like a leak in a bucket: even if a hospital fills the bucket with work, the water drains out before it reaches the bottom. When these leaks are large, they threaten the hospital's ability to keep running, turning what should be a steady income stream into a source of constant financial anxiety.

Researchers in Western Azerbaijan, Iran, set out to measure just how wide this leak was and to understand exactly where the water was escaping. They focused on four different hospitals in the region's capital, examining the medical records of 329 patients who had been admitted and were covered by insurance. The team looked at the paperwork from the moment a patient was discharged until the insurance company finished its review, a process that took about two months. They counted every time money was taken off the final bill and noted the specific reason why. To get a deeper understanding of the human side of the problem, the researchers also sat down with ten senior experts who manage hospital revenues and insurance claims, asking them to explain the patterns they saw every day.

The investigation revealed that the problem is widespread. In the hospitals studied, between 40 and 50 percent of the medical records had at least one deduction attached to them. The financial impact varied significantly depending on the type of hospital. The teaching hospital, which trains medical students and handles complex cases, saw the highest average costs and the largest amounts of money deducted. In contrast, the hospital run by the Social Security Organization, which is a major insurer in the country, had the lowest percentage of money taken off. On average, across all the hospitals, about 5.8 percent of the total cost of a patient's stay was deducted, but for the teaching hospital, that figure jumped to nearly 11.2 percent.

When the researchers looked closely at the reasons for these cuts, a clear pattern emerged. The most frequent errors involved the drugs and supplies used during a patient's stay or during surgery. Doctors and staff often failed to request the correct number of items, or they used the wrong codes to describe what they had done. For example, an anesthesiologist might fail to request the correct number of a specific drug, or a surgeon might use a code that did not match the description of the operation in the patient's file. These mistakes were not random; they happened most often in the operating rooms and the wards where patients received their daily care. The data showed that insurance companies were much stricter with one type of insurer than another. Patients covered by the Iran Health Insurance Organization faced a higher number of deducted items in their records compared to those covered by the Social Security Organization.

The interviews with the senior experts provided the context behind the numbers. These experts confirmed that nearly half of all patient records faced some form of deduction. They pointed out that the current system, where hospitals are paid for every single service they provide one by one, encourages a focus on volume rather than accuracy. In this setup, every time a doctor orders a test or a nurse administers a drug, it must be perfectly coded and documented, or the payment is lost. The experts noted that human error is a primary driver of these losses, often stemming from the fact that staff are not fully trained on the complex rules of insurance documentation or are overwhelmed by the arrival of inexperienced students in teaching hospitals.

The study suggests that the solution lies in two directions. At the day-to-day level, hospitals need to train their staff better to ensure that every piece of paperwork is correct and that the codes used match the actual care provided. Standardizing these procedures could stop many of the simple mistakes that lead to lost revenue. However, the experts also argued that the root cause is the payment system itself. They believe that moving away from paying for every single item and toward a system that pays a set amount for a whole case would eliminate the incentive for these tiny, error-prone details to cause financial loss. By fixing the paperwork and changing the rules of the game, hospitals could stop the drain and keep their revenues stable.

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