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What is a bootstrap process and how is it used?

10/05/2023 | by Patrick Fischer, M.Sc., Founder & Data Scientist: FDS

The bootstrap method is a statistical method used to obtain estimates of the uncertainty of statistics or parameters. It is based on iteratively taking samples from a given set of data and estimating statistics for each of those samples. It allows us to obtain information about the distribution of a statistic without relying on assumptions about the underlying distribution.

Here are the steps to use the bootstrap method:

Data set: given a data set with n observations.

Take samples: Substitute repeatedly takes samples of size n from the original dataset. This means that observations may appear multiple times in different samples, while others may not be selected at all.

Estimate Statistics: The desired statistics are calculated for each of the samples taken. This can be the mean, standard deviation, median, or any other statistic based on the data.

Create distribution: The results of the statistics from the samples form the bootstrap distribution. This distribution gives us information about the uncertainty of the estimate of the statistic.

Calculate statistics: Various statistical measures can be calculated based on the bootstrap distribution, e.g. B. Confidence intervals, standard errors or p-values.

The advantage of bootstrap is that it is robust to assumptions about the distribution of the data and can be applied to complex situations where analytical methods may not be available or applicable. However, it is important to note that the bootstrap procedure cannot solve all possible problems and requires careful interpretation of the results.

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How you can significantly increase your sales with upsells

09/18/2023 | by Patrick Fischer, M.Sc., Founder & Data Scientist: FDS

Upsells are an important way to increase sales. With upsells, you can offer your customers new products or services that go beyond their original purchase. This allows you to increase sales by offering more value to your customers.

1. Create upsell offers that are relevant to your customers.

To successfully use upsells, you must first know which products or services are most relevant to your customers. If you already have a customer base, you can find out what your customers are buying and then create upsell offers for those products. If you don't have customers yet, you can take a cue from your competition.

2. Use upsells in the purchase or checkout process.

The best way to use upsells is to offer them directly during the purchase or checkout process. If your customer is already ready to buy a particular product or service, it's easier to get them to upgrade or purchase an additional product.

3. Use cross-selling strategies.

Cross-selling is another effective way to increase sales by offering your customers similar products that match their original order. This can help increase your customers' order value while boosting sales.

4. Make upsells attractive.

To use upsells successfully, you need to make them attractive. You can do this by offering a special price on upsells or offering a bundle of multiple products or services at a lower price. Another effective way is to offer an upgrade that provides more value to the customer.

5. Listen to your customers.

To use upsells successfully, you also need to listen to your customers. Solicit feedback from your customers to find out what they are looking for and what they would accept as upsells. This way, you can ensure that your upsells are relevant and valuable.

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What tools and technologies can be used to automate online marketing processes?

09/15/2023 | by Patrick Fischer, M.Sc., Founder & Data Scientist: FDS

There are a variety of tools and technologies that can be used to automate online marketing processes. Here are some commonly used options:

Marketing automation platforms: Platforms such as HubSpot, Marketo, Pardot and Mailchimp offer capabilities for automating email marketing, lead generation, customer engagement and other marketing activities.

Customer Relationship Management (CRM) Systems: CRM systems such as Salesforce, Zoho CRM, and Microsoft Dynamics enable automation of sales and marketing processes, including lead management, customer engagement, and reporting.

Social media management tools: Tools such as Hootsuite, Buffer, and Sprout Social provide capabilities for scheduling, automating, and analyzing social media posts, ads, and campaigns.

Social media management tools.

Search engine marketing (SEM) tools: Platforms such as Google Ads and Bing Ads offer automation features for creating, managing, and optimizing search engine advertising campaigns.

Search engine marketing (SEM) tools.

Content management systems (CMS): CMSs such as WordPress and Drupal enable content publishing automation, search engine optimization (SEO), and social media integration.

Email marketing tools: Tools such as Mailchimp, GetResponse, and ActiveCampaign offer email marketing campaign automation capabilities, including segmentation, personalization, and A/B testing.

There are a variety of tools and technologies that can be used to automate online marketing processes. Here are some commonly used options:

Marketing automation platforms: Platforms like HubSpot,

Conversion optimization tools: Tools such as Optimizely and Unbounce enable automation of A/B testing, personalization, and optimization of landing pages and conversion funnels.

Marketing analytics tools: Platforms such as Google Analytics, Adobe Analytics, and Mixpanel provide automation capabilities for collecting, analyzing, and reporting marketing data.

Marketing analytics tools.

This list is not exhaustive, and there are many other tools and technologies that can be used to automate online marketing processes. The choice will depend on an organization's specific needs, goals and budget.

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The best lead sources in B2B 2023 at a glance

09/14/2023 | by Patrick Fischer, M.Sc., Founder & Data Scientist: FDS

1. Google Ads: With Google Ads, companies can reach their target audience directly through search and display ads.

2. LinkedIn Ads: LinkedIn now provides a powerful platform for B2B companies to connect with their ideal customers.

3. Content marketing: content marketing remains one of the most effective ways to generate leads in B2B markets.

4. Social media: social media campaigns are an important part of the lead generation process in B2B.

5. Email marketing: email marketing is another effective lead generation strategy that B2B companies can use.

6. SEO: SEO is one of the best ways to drive more traffic to your website to generate more leads.

7. Webinars: Webinars are a very effective lead generation method in B2B.

8. Referral Programs: Referral programs are an excellent way to generate more leads.

9. Trade shows and conferences: Trade shows and conferences are a great way to attract new customers.

10. Networks: a good network can be a valuable source of leads in B2B.

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Customer acquisition cost in the B2B sector - What it costs to acquire a new customer

09/13/2023 | by Patrick Fischer, M.Sc., Founder & Data Scientist: FDS
Customer acquisition costs in B2B depend on various factors, including the type and size of the company, the marketing activities used, the various negotiation processes, and the time required to acquire a new customer. A company can typically expect costs in the range of 500 to 5,000 euros per customer, depending on how complex and involved the negotiation process is. Costs for creating promotional materials, running events and creating social media campaigns may also be incurred.
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