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For the last 3 years I have been helping a client take a sampling approach to measuring the accuracy of their inventory records. Th

According to USFDA, a combination product is one composed of any combination of a drug and device; biological product and device; drug and biological product

e measure is the net error rate, based on the size of the difference between their electronic inventory records, and the actual inv

; or drug, device, and biological product and fixed dose combination would include two or more combinations of drug.

Examples of combination products may in

entory that is held at the storage locations. you can save money and time

Sampling the inventory storage locations instead of try

lude drug-coated devices, drugs packaged with delivery devices in medical kits, and drugs and devices packaged separately but intended to be used together.

ing to do a full stock take saves this client millions (probably more). They have thousands of storage locations, carrying many, ma

here is enormous increase in the number of combination products entering the market in the recent years. Combination products have proven advantages but fixe

y thousands of inventory line items. Counting them all would require an army. And even though they didn’t used to try to count them

d dose combinations are still in the process of convincing regulatory authority on their advantages over the single ingredient formulations.

Combination pro

all, they are now spending less time and less money than they used to. Where can you save time and money by using samples to measu

ucts have become life saving products for the pharmaceutical companies who doesn’t have many innovative molecules in their product pipeline and have been inc

re, instead of trying to measure everything?

You can improve the integrity of your data

And even though they are spending less ti

easingly used in the product life cycle management. Even the companies having product patents are trying to extend their product life cycle through the combi

e and money than they used to, because of the way we designed the survey, they are getting much more integrity in their data. The s

nation products and maximize the revenues. But the companies involved in this practice are overlooking that they are burdening the patients both economically

ecret here is in segmenting the storage locations and the line items by value, designing sample sizes in each segment that accommod

and physically. They need to rightly judge the benefits of the combination products and they have to even look at the risks involved when combining the produ

ate the variability within each segment, and randomly selected the samples. The random selection is very important! Are you selecti

ts. Some of the combination products were well accepted by physicians while others suffered. Companies involved in development of combination products are fi

g samples that aren’t random? If so, your data is most likely biased, and could be misleading your decisions. you can measure more

ding difficulty in defining their combination products and facing various challenges from selecting a combination to marketing it.

Following aspects would a

frequently

Because measuring with samples is less costly than measuring everything, you have the option to measure more frequentl

dd to the challenges in developing combination products:

Which markets to tap where the combination products can do fairly well?
Which combination prod

y. Often it is just as easy to do monthly “pulse surveys” of small random samples of customers, as annual surveys of larger samples

cts are meaningful and rational?
Which therapeutic categories to select?
Which Combinations can address unmet needs of the patients?
Do combin

. But with annual measures, you have to wait a long time to work out if change is happening. Monthly measures (or other more freque

tions increase the patient compliance?
What would be the developing cost?
How to tackle the risks encountered during combination product developmen

t timeframes) more powerfully show you emerging and sudden change, and you can then respond before it’s too late.

You can refute t

t?

As combination products don't fit into the traditional categories of drugs, medical devices, or biological products, the USFDA is in the process of devel

he squeaky wheels

Well designed (and randomly selected) samples are not subject to the bias that some of the more familiar data co

ping new procedures for reviewing their safety, efficacy and quality.

Professional from academic institutions, pharmaceutical industries, health care indust

llection methods have. The old inventory accuracy measurement was biased because auditors would choose to measure the sites they su

y and representatives from various regulatory agencies are working out to design the regulatory requirements for manufacture and sale of combination products

pected had the worst accuracy. Now the client can put any specific accusations about poor inventory management into context. His re

.

As there is an increasing trend of the combination products companies manufacturing such products should be able to tackle the problems involved in the de

commendations about improving inventory management are objective and considered, rather than knee-jerk reactions. Who are your sque

elopment. They need to be wiser in analyzing the market trends and the regulatory requirements.

Companies that provide selfless information through particip

aky wheels, how much do they influence decision making and resource consumption, and how could a well designed sample approach help

tion in industry events and feedback to regulatory authorities would be able to face the challenges and will be successful in developing combination products

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Business checks and computer checks help to manage and maintain business accounts and avoid chances of fraud and embezzlements. Business checks are used to pay for a full range of things, from bills to payroll and everything in between.

There are many powerful subliminal messages in advertising. We are only going to deal with one of those messages which I think is probably the most powerful one. And that message or emotion is greed. No one likes to admit this particular emotion but it courses through each and every one of us.

Many incidents occur because people are distracted and do not pay attention to their environment and what is going on around them. The managers need to create motivation for positive change in the organization resulting in a zero injuries atmosphere in the organization.

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