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November 18, 2016
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Written by:
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Stefan Sadnicki
Research Study: Can You Quantify the Benefits of Optimisation?
Copperleaf provides decision analytics to companies managing critical infrastructure. Our optimisation capabilities, as described in my previous post, empower our clients to make the highest value investment decisions. But we often get asked ‘can you quantify the benefits of optimisation?’ or ‘how much better is optimisation than the prioritisation process I currently run in Excel?’.
To answer this question, we can certainly point to our existing client base. For example, one organisation obtained $42 million of additional value in their portfolio through our optimisation techniques. However, there is an obvious reluctance to rely on anecdotal evidence from a handful of peer organisations with their specific operating context.
With this in mind, Copperleaf sponsored a MSc. research project led by Ibrahim Tamimi and supervised by Dr. Patrick Beullens with the Centre for Operational Research, Management Science and Information Science of the University of Southampton in the UK. The objective was to quantify the benefits of investment portfolio optimisation versus prioritisation for asset-intensive organisations.
The Study
The researcher first constructed a methodology to generate representative portfolios of investments. An investment is basically any project or intervention activity carried out to bring value to the organisation. Actual investment data provided by various asset-intensive organisations was used to ensure these portfolios were as representative as possible of candidate investment portfolios in these types of organisations. Two scenarios were then tested:
- A traditional prioritisation algorithm
- A Mixed Integer Linear Programming (MILP) optimisation
Repeating this many times, the results are effectively a Monte Carlo simulation of both investment portfolio prioritisation and optimisation which can be analysed to understand if there are difference in overall value between the two techniques.
We also completed a factorial analysis and considered a number of factors we thought were significant:
- Number of investments within the portfolio
- Allowing investments to have multiple alternatives. Alternatives are different investment options to mitigate the same risk or meet the same need (e.g. refurbish, replace, change in maintenance regime etc.)
- Duration of the constrained period (e.g. optimising to produce next year’s investment plan or a 5-year regulatory business plan)
The Results
The results show that optimisation always yields higher portfolio value for the same monetary constraints compared to the prioritisation model. This is consistently in the range of 7% to 20%. Secondly, the advantage of optimisation intensifies as the portfolio complexity increases. For example, the presence of multiple project alternatives roughly doubles the optimisation benefit, and a multi-year constraint increases the optimisation benefit by about 50%.
7% to 20% of increased value is a significant amount—especially given the size of typical investment plans in asset-intensive industries. Hopefully this gets you thinking about whether investment portfolio optimisation could be relevant for your organisation. Or, if you are already convinced, this generalised result could be used to support business case development for a wider asset management transformation.
Want to find out more?
Ibrahim Tamimi and I presented this research paper at the IET Asset Management Conference in London. Feel free to download a copy of the published paper.
In the meantime, please do get in touch if you would like to find out more. Also, if you have your own examples of the benefits of optimisation or asset investment planning, I Â would love to hear from you.
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Deprecated: Creation of dynamic property Timber\Term::$filter is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$term_id is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$slug is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$term_group is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$term_taxonomy_id is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$parent is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$count is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$filter is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$term_id is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$slug is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$term_group is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$term_taxonomy_id is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$parent is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$count is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$filter is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$term_id is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$slug is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$term_group is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$term_taxonomy_id is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$parent is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$count is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$filter is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Discover What’s New in Copperleaf 24.4: Webinar Recap
Deprecated: Creation of dynamic property Timber\Post::$_yoast_indexnow_last_ping is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_wpml_word_count is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_edit_lock is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_edit_last is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_thumbnail_id is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$page_settings_show_bottom_banner is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_page_settings_show_bottom_banner is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$page_settings is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_page_settings is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$regions_regions_selector is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_regions_regions_selector is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$regions is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_regions is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$hide_date is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_hide_date is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_wpml_media_duplicate is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_wpml_media_featured is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_yoast_wpseo_primary_category is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_yoast_wpseo_primary_industry is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_yoast_wpseo_primary_post_folder is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_yoast_wpseo_focuskw is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_yoast_wpseo_metadesc is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_yoast_wpseo_linkdex is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_yoast_wpseo_content_score is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_yoast_wpseo_focuskeywords is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_yoast_wpseo_keywordsynonyms is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_yoast_wpseo_estimated-reading-time-minutes is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_wp_old_slug is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_yoast_post_redirect_info is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_wpml_media_has_media is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$post_date_gmt is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$comment_status is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$ping_status is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$post_password is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$post_name is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$to_ping is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$pinged is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$post_modified is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$post_modified_gmt is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$post_content_filtered is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$guid is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$menu_order is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$post_mime_type is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$comment_count is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$filter is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$status is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$term_id is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$slug is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$term_group is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$term_taxonomy_id is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$parent is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$count is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$filter is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$term_id is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$slug is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$term_group is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$term_taxonomy_id is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$parent is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$count is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$filter is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$term_id is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$slug is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$term_group is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$term_taxonomy_id is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$parent is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$count is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$filter is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$term_id is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$slug is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$term_group is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$term_taxonomy_id is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$parent is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$count is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$filter is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Webinar Recap: Integrating GIS Data into Asset Investment Planning
Deprecated: Creation of dynamic property Timber\Post::$_wpml_word_count is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_edit_lock is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_edit_last is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_thumbnail_id is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$page_settings_show_bottom_banner is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_page_settings_show_bottom_banner is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$page_settings is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_page_settings is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$regions_regions_selector is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_regions_regions_selector is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$regions is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_regions is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$hide_date is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_hide_date is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_wpml_media_duplicate is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_wpml_media_featured is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_yoast_wpseo_primary_category is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_yoast_wpseo_primary_industry is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_yoast_wpseo_primary_post_folder is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_yoast_wpseo_focuskw is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_yoast_wpseo_metadesc is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_yoast_wpseo_linkdex is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_yoast_wpseo_content_score is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_yoast_wpseo_focuskeywords is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_yoast_wpseo_keywordsynonyms is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_yoast_wpseo_estimated-reading-time-minutes is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_wpml_media_has_media is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$_yoast_indexnow_last_ping is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$post_date_gmt is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$comment_status is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$ping_status is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$post_password is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$post_name is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$to_ping is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$pinged is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$post_modified is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$post_modified_gmt is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$post_content_filtered is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$guid is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$menu_order is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$post_mime_type is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$comment_count is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$filter is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Post::$status is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$term_id is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$slug is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$term_group is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$term_taxonomy_id is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$parent is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$count is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$filter is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$term_id is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$slug is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$term_group is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$term_taxonomy_id is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$parent is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$count is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$filter is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$term_id is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$slug is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$term_group is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$term_taxonomy_id is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$parent is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$count is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$filter is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$term_id is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$slug is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$term_group is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$term_taxonomy_id is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$parent is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$count is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71
Deprecated: Creation of dynamic property Timber\Term::$filter is deprecated in /home/mt-copperleaf/webapps/copperleaf/wp-content/themes/mt-copperleaf/vendor/timber/timber/lib/Core.php on line 71