1. Present data transparently: Share reliable sources and explain the methodology to establish trust. 2. Acknowledge limitations: Address potential biases or gaps in the data to show objectivity. 3. Use clear visuals: Provide well-designed charts or graphs that simplify complex statistics. 4. Emphasize evidence: Base your arguments on data rather than personal opinions or assumptions. 5. Stay composed: Be calm, open to questions, and ready to discuss differing perspectives respectfully.

These may have been covered, but 'challenge delivery' is an art (I've done this in both academia and business). > Position this as a 'challenge to the existing belief', remember you are simply giving evidence that questions conventional wisdom, you are already upsetting some of your audience, so stay modest and stay purely data/evidence-driven (remove emotion). > Seek support from others, and look for neutral evidence / studies that support your challenge, highly likely you are not alone on this. > Find and speak up front with an obvious critic, they will help see how watertight your findings and or your data approach is. Plus they are aware and likely to be less critical / part of the journey.

From my experience, establishing credibility with unconventional data requires nuanced strategies. Here are a few approaches that I would suggest: Use Historical Analogies ??: Compare your findings with past breakthroughs initially met with scepticism but eventually proven. This contextualizes the challenge and eases resistance. Showcase Scenario Simulations ???: Run simulations illustrating potential outcomes if the new data were valid, helping audiences see real-world implications and reducing abstract scepticism. Leverage Controlled Transparency ???: Share access to anonymized raw data with stakeholders under set conditions, allowing them to independently verify findings while safeguarding privacy.

When giving a presentation, staying calm and composed is key. It helps you appear confident and keeps your focus on the message you’re delivering. To make your presentation even more impactful, back up your points with solid evidence like statistics, facts, and figures. This not only strengthens your argument but also makes your ideas more convincing and relatable to your audience. Using real data shows that you’ve done your homework and builds trust with your listeners. Practicing beforehand can also go a long way in helping you stay relaxed and prepared, even in high-pressure situations. A calm delivery, combined with strong supporting evidence, can leave a lasting impression and make your presentation stand out.

We can follow a 7 step process: 1. Understand your audience's perspective and emotional investment in order to frame your findings. 2. Use clear data from reputable sources and build trust with clear explanations of the methodology. 3. Anticipate biases, address counterarguments, and contextualize your data to the audience. 4. Deliver with empathy by presenting your findings as opportunities as opposed to as a confrontation. 5. Visualize and contextualize your data with a clear narrative for better engagement. 6. Foster dialogue by inviting feedback, especially from skeptics, build credibility and promote constructive discussion. 7. Stay objective by focusing on the evidence and avoiding appeals to emotion.