The OHDSI Sweden community is building the OMOP data model
The adoption of the OMOP Common Data Model, which aims to harmonise health data, is still at an early stage in Sweden, but progress is rapid.
A data gap analysis is a systematic method used to identify what information about a medicinal product or treatment is still missing and what data should be generated to support more reliable decision-making. This work is a core area of expertise at Medaffcon.
In a data gap analysis, gaps in the available information of the therapy area and data on a medicinal product are mapped and assessed against regulatory, scientific, and business requirements. The objective is to identify what critical information is missing, in what format it is needed, and how these gaps affect decision-making, product strategy and market access. According to Jarmo Hahl, Principal Consultant at Medaffcon, the analysis and evaluation process could well be described as a ‘launch readiness’ checklist from the payer perspective.
The gap analysis focuses on the knowledge of the therapy area and patients, clinical trial data, real-world evidence (RWE), and regulatory and payer requirements.
Through a data gap analysis, a pharmaceutical company ensures that the evidence required from a payer perspective is available to support market access. Any identified gaps are addressed in the most appropriate way to support submissions to competent authorities responsible for decisions on pricing, reimbursement, formulary inclusion, and ultimately the market access of the product in question.
A well-executed analysis supports risk management, accelerates market access, and improves the quality of decision-making. The results can also be leveraged in communications.
Key elements of a data gap analysis include assessing the current state, defining requirements, identifying and prioritizing gaps, and planning actions to mitigate identified gaps.
“The client provides us with the materials, and we check from a payer perspective whether all the necessary information is there. We go through everything point by point, critically reviewing what the data looks like and where the problems are. Is there something the client should do to address the gaps in time?” Hahl explains.
Recently, Medaffcon conducted a Nordic-level analysis for a global pharmaceutical company.
“Requirements vary somewhat in the Nordic context. Denmark, Sweden, Norway, and Finland each have slightly different expectations. In this analysis as well, we identified country-specific blind spots so that the company could address them,” Hahl says.
As Finland and Sweden are seeking to expand the use of conditional reimbursement, the importance of data gap analyses may increase further. More medicinal products are being introduced in situations where evidence is still limited. A data gap analysis is a tool for documenting these gaps.
According to Hahl, a data gap analysis should be conducted well before launch. The earlier the analysis is performed, the more time there is to address any identified gaps.
“A good starting point is at least one to two years before the data are needed,” Hahl notes.
A data gap analysis is particularly valuable prior to applying for a new indication, when preparing for an HTA process in a new country, where additional evidence is required by a regulator, or when building a launch strategy for a new product.
The process starts with clear business and scientific goals. The analysis is guided by the questions that Medical Affairs, Market Access, and Regulatory Affairs teams need to answer from a payer perspective.
Existing data are reviewed and mapped: what data is available, from which sources, by whom, and in what format. This step often uncovers overlaps, inconsistencies, and data gaps.
Not all gaps are equally critical, and not all need to be addressed immediately. The final phase focuses on prioritization and informed decision-making on solutions to fill the identified data gaps.
The adoption of the OMOP Common Data Model, which aims to harmonise health data, is still at an early stage in Sweden, but progress is rapid.
Disruption is present in many forms, and our clients are facing new challenges that require them to adapt to new ways of working. The same applies to us.
Pekka Männistö has been appointed Commercial Lead at Medaffcon and will assume his new role at the beginning of June.
Principal Consultant
MSc (Economics)
+358 40 139 4001
jarmo.hahl@medaffcon.com
Jarmo joined Medaffcon as a partner and CEO in 2010, having previously worked in various expert and management positions in pharma companies for eight years. Jarmo has a degree in economics and before entering the pharmaceutical industry, he held an office at the Turku School of Economics and also worked as a research fellow at Turku University Hospital.
Jarmo has strong expertise in new health technology innovations and how the demands and expectations of authorities, markets and customers are matched. He also brings to Medaffcon extensive experience in health economics and its applications in research and commercialization, as well as a broad understanding of the ever-changing operating environment.
“From an access point of view, the Finnish health technology market is constantly becoming more demanding and therefore also more attractive from my point of view. On the other hand, increasing demands to demonstrate the effectiveness and cost-effectiveness of healthcare are broadening the scope and opportunities for Medaffcon to be involved in the development of healthcare as a whole”.