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Data analysis and interpretation are part of the evaluation aspect of adaptive management, the process for conserving, protecting, and, where appropriate, restoring lands, waters and other resources in a protected area. Adaptive management is often defined as a system of management practices based upon clearly identified outcomes, where monitoring evaluates whether management actions are achieving desired results (objectives).  Adaptive management is a decision process that promotes flexible decision making that can be adjusted in the face of uncertainties as outcomes from management actions and other events become better understood through data analysis and interpretation.

Adaptive management accounts for the fact that complete knowledge about fish, wildlife, plants, habitats, and the ecological processes supporting them may be lacking. The role of natural variability contributing to ecological resilience also is recognized as an important principle of adaptive management.  It is not a “trial and error” process, but rather emphasizes learning while doing based upon available scientific information and best professional judgment considering site-specific biotic and abiotic factors in protected areas.  Adaptive management results in effective monitoring and evaluation of a protected area management plan.

For many protected area practitioners, data analysis and interpretation can be a daunting task. Often, resources and training are provided on the practical aspects of monitoring without much guidance on how to analyse and interpret the data for adaptive management. However, there is little point in collecting data unless you have plans to use that data for communication and/or adaptive management purposes and it is therefore very important to acquire some skills in this area.


Below are some key resources that can be used by practitioners prior to designing monitoring programs right through to the process of adaptive management. For those who have time and are truly invested in understanding data analysis, Houk’s (2010) guidebook is highly recommended. Beneath the data analysis guidebooks are a short list of references for statistical analysis.

Preliminary Observations of the Abyssal Megafauna of Kiribati

We report on preliminary observations of the abyssal megafauna communities in the exclusive economic zone of Kiribati, a huge abyssal area with few previous studies.

Protected area connectivity: Shortfalls in global targets and country-level priorities

Connectivity of protected areas (PAs) is crucial for meeting their conservation goals.

Protected areas in the world’s ecoregions: How well connected are they?

Protected areas (PAs) are the main instrument for biodiversity conservation, which has triggered the development of numerous indicators and assessments on their coverage, performance and efficiency.

Protected-area targets could be undermined by climate change-driven shifts in ecoregions and biomes

Expanding the global protected area network is critical for addressing biodiversity declines and the climate crisis. However, how climate change will affect ecosystem representation within the protected area network remains unclear.

Quantifying longline bycatch mortality for pelagic sharks in western Pacific shark sanctuaries

Marine protected areas are increasingly touted for their role in conserving large marine predators such as sharks, but their efficacy is debated.

RAPID ASSESSMENT TOOLKIT FOR SHARKS AND RAYS

This Toolkit offers a suite of simple tools for collecting the sound scientific data needed for the conservation and sustainable management of shark and ray populations.

Rapid Biodiversity Assessment (BIORAP), Nauru. June 2013 - Synthesis Report

A BIORAP is a biological inventory programme undertaken in marine and terrestrial environments, and is designed to rapidly assess the biodiversity of highly diverse areas.

REFERENCES FOR STATISTICAL ANALYSIS

Cohen, J. 1988. Statistical Power Analysis for the behavioural sciences (2nd Edition). Hillsdale. New Jersey: L.  Erlbaum Association.
English S, Wilkinson C, Baker V (Eds).

Regime shifts occur disproportionately faster in larger ecosystems

Regime shifts can abruptly affect hydrological, climatic and terrestrial systems, leading to degraded ecosystems and impoverished societies.

Remote Sensing and Modeling of Coral Reef Resilience

A new paradigm has emerged for management of coral reefs in an era of changing climate – managing for resilience. A fundamental need for such management to be effective is our ability to measure and map coral reef resilience.

Report On The 2016 Funafuti Community-Based Ridge-To-Reef (R2R) - Rapid Biodiversity Assessment of the Conservation Status of Biodiversity and Ecosystem Services (BES) In Tuvalu

This report presents the results of the 2016 Funafuti Community-Based Ridge-to-Reef (R2R) Rapid Biodiversity Assessment (BIORAP) of biodiversity and ecosystem services (BES), hereafter referred to as the BIORAP.

Risk-sensitive planning for conserving coral reefs under rapid climate change

Coral reef ecosystems are seriously threatened by changing conditions in the ocean. Although many factors are implicated, climate change has emerged as a dominant and
rapidly growing threat.

Scientific Consensus Statement 2013 - Chapter 2: Resilience of Great Barrier Reef marine Ecosystems and Drivers of Change

This chapter focuses on the temporal dynamics, spatial extent and cumulative impacts of current and future drivers of change on Great Barrier Reef water quality, and subsequent impacts on marine ecosystems in the Great Barrier Reef Marine Park.

Scientists’ warning – The outstanding biodiversity of islands is in peril

Despite islands contributing only 6.7% of land surface area, they harbor ~20% of the Earth’s biodiversity, but unfortunately also ~50% of the threatened species and 75% of the known extinctions since the European expansion around the globe.

Sea Turtles in Oceania MTSG Annual Regional Report 2020

The 2020 IUCN/MTSG Regional Report for Sea Turtles in Oceania was recently finalized and approved. The report consists of 675 pages and was three years in the making.  There are 25 chapters written by 23 dedicated knowledgeable authors and coauthors.  For the purposes of this report, the Oceania

Seagrass meadows are important sources of reef island-building sediment

The future vulnerability of low-lying atoll nations is inextricably linked to the production of carbonate sediments by organisms living in their adjacent marine environments.

Setting ecological expectations for adaptive management of marine protected areas

Marine Protected Areas (MPAs) are being implemented worldwide, yet there are few cases where managers make specific predictions of the response of previously harvested populations to MPA implementation.

Spatial Use of Marine Resources in a Village: A case study from Qoma, Fiji

Understanding the value of fishers’ Indigenous and Traditional Knowledge (ITK) and of fishers’ spatial use of customary fishing grounds is an important contributing factor to marine resource management.

Spillover benefits from the world’s largest fully protected MPA

Previous research has cast doubt on the potential for marine protected areas (MPAs) to provide refuge and fishery spillover benefits for migratory species as most MPAs are small relative to the geographic range of these species.

Status and Trends of Coral Reefs of the Pacific

This report of 220 pages written by nearly 90 authors clearly presents the summation of an enormous amount of data and information on 19 of the 23 nations and states of the Pacific and outlines both the problems and stresses on these thousands of reefs, and the potential that these reefs will pro

Testing a global standard for quantifying species recovery and assessing conservation impact

Recognizing the imperative to evaluate species recovery and conservation impact, in 2012the International Union for Conservation of Nature (IUCN) called for development of a“Green List of Species” (now the IUCN Green Status of Species).

The commonness of rarity: Global and future distribution of rarity across land plants

A key feature of life’s diversity is that some species are common but many more are rare. Nonetheless, at global scales, we do not know what fraction of biodiversity consists of rare species.

The effects of protected areas on the ecological niches of birds and mammals

Protected areas are a cornerstone for biodiversity conservation, and typically support more natural and undisturbed habitats compared to unprotected lands. The effect of protected areas on intra-specific ecological niche has been rarely investigated.

The Marine Spatial Planning Index: a tool to guide and assess marine spatial planning

Marine spatial planning (MSP) has the potential to balance demands for ocean space with environmental protection and is increasingly considered crucial for achieving global ocean goals.

The meaning of the term ‘function’ in ecology: A coral reef perspective

The inherent complexity of high‐diversity systems can make them particularly difficult to understand.

The number of tree species on Earth

One of the most fundamental questions in ecology is how many species inhabit the Earth.

The Power of Three: Coral Reefs, Seagrasses and Mangroves Protect Coastal Regions and Increase Their Resilience

Natural habitats have the ability to protect coastal communities against the impacts of waves and storms, yet it is unclear how different habitats complement each other to reduce those impacts.

The Republic of the Marshall Islands - State of Environment Report 2016

This report updates the 1992 State of Environment report with the latest findings from the Marshall Islands. Environmental reporting is defined as a requirement for RMI in the ‘Office of Environmental Planning and Policy Coordination (OEPPC) Act 2003’.

The State of the World's Forests 2020

This edition of SOFO examines the contributions of forests, and of the people who use and manage them, to the conservation and sustainable use of biodiversity.

The State of World Fisheries and Aquaculture 2020

The 2020 edition of The State of World Fisheries and Aquaculture continues to demonstrate the significant and growing role of fisheries and aquaculture in providing food, nutrition and employment. It also shows the major challenges ahead despite the progress made on a number of fronts.

The three screen doors: Can marine “protected” areas be effective?

The great majority of marine protected areas (MPAs) fail to meet their management objectives. So MPAs can be effective conservation tools, we recommend two paradigm shifts, the first related to how they are located and the second related to how they are managed.

These are the days of lasers in the jungle

For tropical forest carbon to be commoditized, a consistent, globally verifiable system for reporting and monitoring carbon stocks and emissions must be achieved.

Tourism and urban development as drivers for invertebrate diversity loss on tropical islands

Oceanic islands harbour a disproportionately high number of endemic and threatened species.

Towards reducing misrepresentation of national achievements in marine protected area targets

Parties to the Convention on Biological Diversity (CBD) adopted 20 targets, known as the Aichi Targets, to benchmark progress towards protecting biodiversity.

Tropical deforestation causes large reductions in observed precipitation

Tropical forests play a critical role in the hydrological cycle and can influence local and regional precipitation. Previous work has assessed the impacts of tropical deforestation on precipitation, but these efforts have been largely limited to case studies.

Tropical mammal functional diversity increases with productivity but decreases with anthropogenic disturbance

A variety of factors can affect the biodiversity of tropical mammal communities, but their relative importance and directionality remain uncertain.

United Nations List of Protected Areas 2018

The 2018 UN List provides up-to-date information on marine and terrestrial protected areas globally, and identifies those protected areas that have been the subject of management effectiveness evaluations.

Using harmonized historical catch data to infer the expansion of global tuna fisheries

Despite worldwide demand for tuna products and considerable conservation interest by civil society, no single global dataset exists capturing the spatial extent of all catches from fisheries for large pelagic species across all ocean basins.

Value Chain Analysis of the Fiji Grouper Fishery

This report was a collaboration Science and Conservation of Fish Aggregations, University of Hong Kong, Fiji Ministry of Fisheries, Wildlife Conservation Society, and the University of British Columbia (Canada).We conducted a seafood VCA for the coral reef grouper (Epinephelidae) fishery in Fiji

Variable effects of local management on coral defenses against a thermally regulated bleaching pathogen

Bleaching and disease are decimating coral reefs especially when warming promotes bleaching pathogens, such as Vibrio coralliilyticus. We demonstrate that sterilized washes from three common corals suppress V.

Variable effects of local management on coral defenses against a thermally regulated bleaching pathogen

Bleaching and disease are decimating coral reefs especially when warming promotes bleaching pathogens, such as Vibrio coralliilyticus. We demonstrate that sterilized washes from three common corals suppress V.

Vertebrates on the brink as indicators of biological annihilation and the sixth mass extinction

The ongoing sixth mass species extinction is the result of the destruction of component populations leading to eventual extirpation of entire species. Populations and species extinctions have severe implications for society through the degradation of ecosystem services.

What's in a term? “Green growth” and the “blue‐green economy” in the Pacific islands

The term “green growth” and its sister concepts, “blue‐ green growth,” the “green economy,” and the “blue‐ green economy,” have gained considerable traction in the Pacific island region in a short space of time.

WHY THE RUSH? - Seabed Mining in the Pacific Ocean

The Pacific Ocean is the scene of a new wild west. Companies and their investors, hungry for profits, are driving a speculative rush for seabed minerals. They are aided in this by donor government supported programs that promote the development of ‘responsible’ sea bed mining regulations.

“In a tree by the brook, there’s a songbird who sings”: Woodlands in an agricultural matrix maintain functionality of a wintering bird community

The agricultural matrix has increasingly been recognized for its potential to supplement Protected Areas (PAs) in biodiversity conservation.